Model Evaluation COSFIRE Filters Approach
Introduction
We obtain the 26 statistically significant sets of hyperparameters from the classification paper along with their respective training, validation, and test descriptors. Based on these descriptors, we perform image hashing for each set of descriptors using a selected set of MLP hyperparameters (for the grid search).
The outputs below represent an example of a single experiment based on an array of hyperparameters considered to determine the optimal configuration of the MLP hashing architecture (For bit size 32).
tiply, each row represents a unique combination of MLP hyperparameters, and every column represents the results yielded by each of the 26 statistically significant sets of descriptors.
The results in this presentation are from two experimental designs:
The thresholding is based on fixed values between -1 and 1 on a step size of 0.1.
Code
#%%
layer_vsn = 'v3_layers'
dt_valid = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_24082024_{layer_vsn}.csv")
dt_test = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_24082024_{layer_vsn}.csv")
output_size = 48
query = (
"output_size == @output_size "
)
dt_valid = dt_valid.query(query)
dt_test = dt_test.query(query)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 16 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 83.14 | 83.52 | 82.55 | 82.20 | 82.99 | 83.38 | 83.77 | 83.55 | 82.69 | 82.96 | 86.33 | 83.70 | 86.44 | 80.85 | 81.34 | 84.95 | 82.33 | 84.20 | 82.31 | 82.80 | 80.41 | 80.57 | 83.57 | 79.97 | 80.02 | 79.61 |
| 17 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.35 | 86.20 | 81.50 | 84.77 | 84.24 | 83.00 | 83.04 | 85.68 | 85.70 | 84.58 | 85.11 | 85.32 | 83.82 | 85.23 | 86.37 | 85.60 | 85.09 | 84.53 | 84.63 | 85.17 | 83.31 | 80.24 | 83.16 | 81.43 | 83.97 | 80.90 |
| 18 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 84.70 | 83.38 | 82.16 | 83.69 | 84.62 | 84.77 | 84.11 | 85.70 | 86.44 | 85.39 | 84.20 | 85.59 | 84.83 | 83.70 | 83.83 | 85.88 | 83.47 | 84.73 | 83.90 | 84.79 | 83.02 | 82.28 | 84.09 | 82.59 | 83.42 | 82.60 |
| 19 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 19.49 | 84.82 | 82.30 | 82.95 | 83.02 | 85.42 | 87.26 | 86.90 | 85.11 | 86.12 | 86.28 | 87.93 | 85.93 | 85.76 | 83.50 | 87.40 | 19.49 | 83.74 | 84.63 | 86.05 | 82.46 | 81.86 | 84.58 | 83.16 | 83.87 | 19.49 |
| 48 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 81.93 | 83.91 | 82.50 | 83.01 | 81.48 | 84.40 | 79.96 | 81.87 | 85.66 | 84.35 | 82.75 | 81.37 | 82.47 | 81.66 | 84.13 | 82.81 | 83.91 | 84.51 | 84.29 | 84.71 | 84.13 | 82.00 | 80.36 | 81.88 | 82.60 | 81.36 |
| 49 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 83.71 | 84.41 | 82.84 | 86.38 | 83.42 | 85.92 | 85.35 | 84.26 | 86.00 | 83.36 | 85.58 | 84.51 | 85.79 | 84.83 | 84.89 | 84.89 | 85.19 | 84.66 | 85.48 | 87.72 | 83.02 | 83.68 | 82.88 | 81.91 | 84.89 | 83.07 |
| 50 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 82.84 | 85.71 | 85.84 | 83.43 | 84.26 | 85.27 | 85.08 | 85.59 | 85.67 | 86.76 | 85.82 | 84.30 | 84.41 | 84.26 | 83.17 | 85.46 | 84.86 | 86.32 | 86.21 | 85.37 | 80.99 | 83.21 | 83.63 | 84.09 | 81.82 | 83.88 |
| 51 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 84.38 | 81.23 | 85.05 | 84.77 | 83.76 | 86.20 | 84.88 | 84.68 | 84.81 | 84.06 | 84.09 | 83.72 | 86.30 | 84.62 | 85.54 | 86.22 | 85.94 | 85.13 | 83.73 | 84.47 | 81.68 | 82.09 | 80.68 | 81.14 | 84.88 | 84.84 |
| 80 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 84.09 | 83.36 | 82.93 | 85.19 | 81.97 | 84.28 | 86.10 | 85.09 | 82.94 | 81.83 | 85.57 | 84.79 | 85.34 | 82.75 | 84.00 | 85.05 | 84.73 | 84.81 | 85.14 | 82.66 | 83.20 | 81.02 | 80.52 | 82.26 | 82.83 | 78.13 |
| 81 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 80.75 | 82.78 | 84.33 | 82.43 | 82.66 | 85.22 | 85.26 | 84.26 | 86.59 | 84.45 | 85.93 | 86.01 | 85.18 | 83.06 | 84.83 | 85.18 | 86.67 | 86.13 | 84.33 | 85.83 | 83.47 | 83.13 | 83.30 | 81.64 | 82.88 | 82.70 |
| 82 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 81.89 | 83.38 | 81.49 | 83.34 | 84.89 | 83.32 | 84.48 | 84.61 | 84.86 | 85.87 | 86.09 | 84.01 | 84.07 | 86.22 | 83.01 | 87.22 | 84.91 | 85.23 | 84.66 | 83.27 | 82.72 | 82.34 | 81.52 | 83.92 | 83.69 | 80.84 |
| 83 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 84.96 | 84.60 | 85.28 | 85.31 | 84.89 | 84.99 | 85.60 | 85.54 | 85.01 | 83.93 | 87.34 | 87.49 | 85.47 | 84.87 | 85.62 | 87.11 | 83.21 | 85.11 | 84.20 | 86.69 | 82.69 | 83.59 | 83.95 | 82.86 | 86.75 | 82.91 |
| 112 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 82.22 | 84.97 | 83.96 | 84.00 | 84.37 | 83.66 | 80.86 | 85.22 | 85.02 | 84.23 | 83.85 | 85.96 | 86.82 | 85.62 | 83.07 | 86.09 | 83.92 | 83.41 | 86.48 | 85.21 | 83.30 | 82.21 | 83.91 | 82.33 | 82.60 | 84.37 |
| 113 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 84.58 | 85.71 | 85.98 | 85.08 | 84.26 | 86.45 | 85.69 | 84.78 | 86.14 | 85.49 | 85.83 | 84.44 | 84.92 | 84.76 | 86.50 | 84.07 | 85.36 | 85.71 | 86.90 | 85.95 | 83.50 | 84.67 | 83.63 | 84.10 | 81.74 | 83.60 |
| 114 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 84.05 | 83.93 | 82.66 | 83.05 | 84.26 | 84.86 | 84.58 | 86.39 | 86.58 | 85.66 | 85.14 | 84.53 | 85.91 | 86.50 | 84.73 | 85.19 | 84.95 | 86.55 | 85.22 | 85.43 | 85.48 | 82.63 | 83.27 | 81.19 | 86.69 | 82.82 |
| 115 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 85.39 | 85.09 | 83.20 | 84.54 | 83.55 | 84.65 | 85.39 | 86.31 | 86.53 | 86.18 | 86.59 | 86.73 | 83.26 | 85.10 | 86.96 | 87.19 | 83.86 | 85.74 | 85.76 | 85.28 | 83.60 | 80.97 | 85.15 | 83.76 | 84.01 | 84.62 |
| 144 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 81.90 | 80.70 | 82.24 | 83.49 | 83.58 | 84.36 | 85.33 | 85.59 | 85.17 | 84.88 | 86.11 | 85.39 | 85.83 | 82.98 | 82.71 | 86.63 | 83.22 | 83.36 | 85.57 | 85.20 | 83.30 | 83.76 | 83.32 | 83.05 | 80.42 | 84.16 |
| 145 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.08 | 84.01 | 84.40 | 84.96 | 85.21 | 83.84 | 85.99 | 86.69 | 86.31 | 86.30 | 86.43 | 86.68 | 84.83 | 87.18 | 85.40 | 85.96 | 84.00 | 86.54 | 84.44 | 85.62 | 84.98 | 82.19 | 83.69 | 80.04 | 84.93 | 83.23 |
| 146 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 85.24 | 83.15 | 85.24 | 85.69 | 84.57 | 85.30 | 87.21 | 84.68 | 85.96 | 85.57 | 84.68 | 87.33 | 85.77 | 84.41 | 84.28 | 83.36 | 85.57 | 86.63 | 84.83 | 86.46 | 84.72 | 82.03 | 83.58 | 82.00 | 83.43 | 81.69 |
| 147 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 84.67 | 85.69 | 84.25 | 85.39 | 85.36 | 86.10 | 86.89 | 84.45 | 86.68 | 86.79 | 86.35 | 85.43 | 85.42 | 86.62 | 86.09 | 87.46 | 84.75 | 84.95 | 86.93 | 87.91 | 83.41 | 84.03 | 83.73 | 84.37 | 84.72 | 85.57 |
| 176 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 83.07 | 84.03 | 84.05 | 82.91 | 82.48 | 85.40 | 86.44 | 79.17 | 83.27 | 85.12 | 86.52 | 85.56 | 84.43 | 82.88 | 82.83 | 83.83 | 85.14 | 85.28 | 84.25 | 87.88 | 84.16 | 81.50 | 84.58 | 81.91 | 80.58 | 80.95 |
| 177 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 84.17 | 84.84 | 85.96 | 84.42 | 83.99 | 85.99 | 86.22 | 86.86 | 85.18 | 85.14 | 82.63 | 87.54 | 87.59 | 85.40 | 85.67 | 86.27 | 88.69 | 87.22 | 85.90 | 84.17 | 82.81 | 83.34 | 83.16 | 82.83 | 85.93 | 84.27 |
| 178 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 82.59 | 84.78 | 84.61 | 84.27 | 84.26 | 84.82 | 85.41 | 84.76 | 86.86 | 84.96 | 84.47 | 86.39 | 85.77 | 85.59 | 84.06 | 86.24 | 86.53 | 86.52 | 85.39 | 85.96 | 82.42 | 83.96 | 84.89 | 82.56 | 82.19 | 84.06 |
| 179 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 83.47 | 86.11 | 85.43 | 83.46 | 86.06 | 84.58 | 83.71 | 87.94 | 86.77 | 87.07 | 86.01 | 86.33 | 85.25 | 85.03 | 84.57 | 86.89 | 85.39 | 85.37 | 85.39 | 85.55 | 83.64 | 84.93 | 82.94 | 83.24 | 82.66 | 84.95 |
| 208 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 83.99 | 83.39 | 83.75 | 86.13 | 83.76 | 83.74 | 84.57 | 84.31 | 84.40 | 85.41 | 85.14 | 85.93 | 86.17 | 85.26 | 85.31 | 87.66 | 84.38 | 84.02 | 86.73 | 85.69 | 81.81 | 82.33 | 84.57 | 83.23 | 83.89 | 86.03 |
| 209 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 84.39 | 85.13 | 85.64 | 84.81 | 85.12 | 85.14 | 85.52 | 83.94 | 86.05 | 85.03 | 86.91 | 86.39 | 85.13 | 85.35 | 85.73 | 87.39 | 84.66 | 83.53 | 86.48 | 86.62 | 84.50 | 83.80 | 83.89 | 85.87 | 85.34 | 84.19 |
| 210 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 83.61 | 82.63 | 83.26 | 85.81 | 81.79 | 83.62 | 84.79 | 84.68 | 85.64 | 85.95 | 85.02 | 85.09 | 85.51 | 86.15 | 83.92 | 83.20 | 84.50 | 84.38 | 84.28 | 85.83 | 81.77 | 82.70 | 83.74 | 83.98 | 81.83 | 83.76 |
| 211 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.42 | 84.63 | 86.47 | 86.06 | 84.13 | 85.87 | 85.69 | 86.25 | 85.13 | 85.69 | 85.38 | 84.61 | 85.97 | 85.63 | 86.25 | 86.76 | 85.49 | 84.74 | 86.34 | 86.46 | 81.46 | 82.44 | 84.70 | 84.91 | 84.65 | 82.93 |
| 240 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 82.63 | 83.01 | 82.08 | 82.56 | 83.09 | 85.08 | 85.67 | 81.92 | 87.74 | 86.93 | 83.55 | 85.56 | 84.37 | 83.52 | 87.06 | 85.26 | 84.02 | 83.75 | 85.53 | 85.36 | 81.43 | 83.27 | 84.54 | 83.46 | 80.74 | 84.26 |
| 241 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 82.08 | 83.87 | 84.66 | 84.81 | 83.52 | 85.37 | 85.15 | 81.46 | 86.89 | 85.06 | 84.46 | 86.10 | 83.36 | 83.16 | 85.59 | 83.59 | 84.12 | 85.26 | 85.29 | 86.22 | 83.88 | 82.34 | 85.83 | 84.48 | 85.46 | 82.92 |
| 242 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 84.92 | 84.47 | 82.80 | 85.35 | 83.38 | 84.91 | 83.98 | 86.65 | 86.11 | 85.58 | 87.25 | 84.03 | 84.22 | 84.46 | 85.77 | 85.31 | 84.23 | 87.48 | 84.69 | 86.47 | 83.05 | 83.95 | 81.85 | 83.48 | 82.00 | 84.93 |
| 243 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 83.71 | 83.09 | 80.92 | 85.01 | 83.70 | 82.90 | 85.89 | 83.54 | 83.56 | 85.17 | 84.51 | 83.57 | 85.21 | 85.40 | 85.04 | 85.21 | 85.03 | 84.61 | 85.57 | 85.38 | 83.18 | 83.25 | 85.23 | 82.15 | 84.35 | 84.36 |
| 272 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 85.00 | 82.64 | 84.75 | 83.83 | 85.20 | 84.74 | 85.22 | 83.62 | 85.81 | 86.01 | 83.77 | 84.19 | 83.69 | 80.87 | 84.06 | 84.92 | 83.15 | 83.85 | 86.98 | 83.29 | 82.70 | 81.86 | 82.38 | 82.86 | 83.61 | 82.39 |
| 273 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 83.57 | 86.05 | 85.40 | 84.99 | 85.35 | 84.17 | 84.05 | 85.65 | 84.75 | 86.47 | 85.29 | 84.80 | 85.06 | 85.95 | 82.74 | 87.61 | 87.45 | 86.55 | 84.77 | 85.13 | 82.61 | 80.68 | 83.58 | 83.41 | 84.81 | 83.06 |
| 274 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 82.24 | 83.43 | 82.70 | 84.75 | 83.67 | 86.26 | 83.71 | 81.29 | 86.66 | 85.77 | 85.49 | 85.57 | 83.66 | 83.69 | 86.48 | 84.14 | 85.40 | 84.30 | 84.98 | 83.36 | 82.77 | 83.63 | 86.31 | 82.08 | 84.31 | 84.58 |
| 275 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 85.24 | 84.81 | 83.55 | 83.88 | 85.47 | 84.25 | 83.48 | 84.79 | 83.93 | 85.51 | 86.96 | 85.29 | 86.05 | 84.59 | 85.99 | 86.22 | 84.73 | 83.71 | 84.91 | 86.21 | 81.52 | 81.40 | 82.48 | 84.47 | 86.27 | 81.13 |
| 304 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 82.09 | 84.41 | 80.45 | 83.05 | 83.43 | 82.96 | 83.05 | 83.68 | 82.01 | 82.36 | 84.05 | 84.31 | 82.27 | 82.52 | 84.60 | 83.12 | 82.65 | 83.20 | 84.37 | 84.47 | 80.55 | 82.36 | 82.11 | 83.65 | 84.94 | 82.48 |
| 305 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 83.51 | 84.21 | 85.15 | 81.99 | 85.30 | 86.36 | 86.56 | 85.85 | 85.95 | 86.51 | 84.44 | 85.28 | 86.17 | 84.32 | 83.66 | 86.09 | 85.15 | 85.00 | 87.70 | 85.63 | 83.25 | 82.54 | 82.97 | 83.24 | 83.47 | 80.56 |
| 306 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 83.38 | 86.20 | 83.84 | 83.56 | 81.67 | 83.36 | 85.50 | 85.89 | 82.32 | 83.56 | 86.02 | 85.33 | 85.25 | 84.36 | 85.17 | 85.57 | 82.04 | 84.79 | 85.63 | 85.93 | 81.19 | 81.83 | 82.81 | 82.64 | 82.47 | 81.27 |
| 307 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.67 | 84.68 | 85.92 | 81.79 | 84.37 | 88.00 | 84.31 | 86.31 | 85.45 | 82.21 | 86.81 | 85.61 | 85.40 | 86.64 | 83.31 | 86.37 | 87.04 | 84.94 | 85.56 | 85.23 | 84.56 | 81.51 | 82.50 | 83.06 | 80.07 | 83.19 |
| 336 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 83.42 | 85.17 | 84.04 | 84.39 | 83.66 | 82.92 | 83.31 | 86.35 | 84.01 | 83.77 | 85.35 | 84.66 | 85.64 | 83.40 | 83.46 | 82.35 | 84.02 | 84.94 | 84.04 | 84.89 | 83.09 | 83.80 | 82.65 | 82.60 | 82.34 | 82.36 |
| 337 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 82.52 | 85.74 | 86.49 | 85.71 | 86.35 | 86.40 | 84.46 | 85.63 | 86.44 | 84.25 | 86.93 | 84.64 | 83.95 | 84.45 | 86.27 | 84.60 | 85.82 | 83.74 | 85.97 | 84.65 | 82.99 | 83.32 | 83.51 | 82.95 | 84.82 | 85.06 |
| 338 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 83.43 | 84.14 | 85.65 | 82.32 | 83.73 | 85.98 | 83.54 | 83.30 | 85.43 | 84.38 | 85.87 | 86.54 | 84.48 | 86.21 | 85.13 | 86.92 | 87.53 | 87.29 | 85.17 | 86.58 | 84.72 | 84.20 | 84.06 | 84.37 | 82.04 | 82.52 |
| 339 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 83.48 | 85.02 | 85.75 | 83.82 | 83.00 | 85.19 | 85.66 | 85.29 | 85.72 | 87.36 | 87.22 | 85.08 | 85.99 | 85.18 | 85.90 | 86.12 | 85.88 | 84.60 | 85.68 | 84.01 | 83.65 | 84.79 | 83.78 | 85.86 | 84.53 | 84.34 |
| 368 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 81.64 | 81.22 | 81.72 | 84.96 | 82.16 | 85.45 | 85.04 | 80.69 | 85.75 | 76.65 | 86.02 | 84.71 | 85.00 | 83.44 | 81.92 | 79.90 | 84.43 | 83.11 | 84.34 | 82.22 | 83.62 | 81.39 | 84.17 | 69.47 | 84.18 | 82.20 |
| 369 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.01 | 83.70 | 82.92 | 82.98 | 84.87 | 86.09 | 84.95 | 85.23 | 85.02 | 86.44 | 86.90 | 83.74 | 83.63 | 84.45 | 85.25 | 86.04 | 86.62 | 86.02 | 86.49 | 87.33 | 83.61 | 84.12 | 82.15 | 83.49 | 81.85 | 82.79 |
| 370 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 84.94 | 85.09 | 84.69 | 81.74 | 82.75 | 85.12 | 85.54 | 86.01 | 85.36 | 85.84 | 86.23 | 87.32 | 84.00 | 86.32 | 85.59 | 87.23 | 84.75 | 84.55 | 86.70 | 85.93 | 83.03 | 81.26 | 81.87 | 82.54 | 85.28 | 86.20 |
| 371 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.08 | 83.18 | 86.07 | 87.13 | 85.45 | 86.03 | 84.97 | 86.97 | 86.76 | 85.76 | 86.02 | 85.03 | 82.71 | 85.11 | 84.92 | 84.54 | 84.96 | 88.92 | 86.69 | 84.83 | 84.26 | 83.78 | 86.55 | 83.60 | 81.44 | 81.67 |
| 400 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 85.44 | 83.69 | 81.54 | 82.05 | 79.05 | 84.36 | 85.65 | 83.21 | 83.19 | 86.08 | 84.92 | 85.43 | 86.15 | 84.91 | 85.03 | 86.43 | 81.76 | 85.40 | 84.34 | 87.43 | 84.48 | 83.49 | 80.51 | 81.03 | 83.20 | 81.88 |
| 401 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 81.75 | 85.62 | 84.40 | 82.68 | 84.17 | 85.84 | 86.35 | 86.67 | 86.30 | 85.56 | 86.79 | 86.20 | 86.50 | 84.99 | 85.02 | 87.67 | 84.71 | 85.82 | 84.28 | 87.17 | 85.97 | 81.89 | 85.32 | 83.49 | 84.11 | 84.08 |
| 402 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 84.03 | 84.66 | 84.26 | 85.02 | 85.23 | 86.47 | 86.74 | 84.32 | 86.30 | 84.76 | 87.25 | 85.75 | 86.93 | 85.62 | 83.80 | 85.98 | 86.12 | 86.84 | 84.10 | 87.80 | 84.08 | 83.60 | 82.09 | 83.45 | 84.36 | 85.01 |
| 403 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 84.82 | 83.85 | 84.76 | 83.89 | 84.52 | 85.03 | 85.38 | 84.82 | 83.74 | 86.45 | 88.31 | 88.19 | 86.04 | 84.40 | 86.94 | 86.47 | 86.08 | 86.89 | 86.32 | 87.09 | 84.84 | 84.59 | 80.35 | 83.31 | 80.64 | 85.02 |
| 432 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 82.72 | 83.89 | 83.30 | 83.77 | 83.57 | 82.86 | 83.67 | 82.81 | 83.29 | 82.30 | 86.40 | 84.17 | 86.21 | 85.23 | 83.29 | 86.23 | 84.89 | 84.34 | 84.58 | 84.86 | 83.17 | 83.52 | 81.63 | 82.17 | 81.59 | 81.47 |
| 433 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.63 | 84.66 | 84.21 | 86.42 | 83.49 | 87.18 | 84.43 | 87.19 | 86.20 | 85.50 | 86.15 | 84.03 | 88.26 | 86.06 | 84.34 | 86.74 | 85.35 | 86.03 | 85.38 | 86.34 | 83.95 | 85.77 | 83.46 | 85.42 | 80.20 | 84.89 |
| 434 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 83.33 | 87.82 | 84.82 | 86.41 | 85.21 | 86.46 | 84.59 | 85.63 | 85.11 | 85.94 | 84.70 | 85.65 | 84.70 | 85.07 | 84.36 | 84.51 | 86.62 | 85.45 | 85.66 | 84.80 | 81.28 | 85.57 | 84.88 | 85.62 | 81.75 | 83.32 |
| 435 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 84.21 | 84.42 | 84.12 | 84.43 | 85.46 | 85.80 | 83.56 | 85.22 | 85.55 | 84.29 | 85.28 | 85.70 | 84.65 | 84.91 | 86.41 | 86.96 | 85.05 | 85.40 | 87.79 | 86.44 | 83.71 | 83.66 | 83.00 | 84.09 | 83.38 | 83.29 |
| 464 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 84.80 | 84.06 | 83.53 | 86.14 | 82.89 | 81.96 | 84.08 | 85.41 | 84.81 | 83.91 | 85.54 | 85.54 | 84.30 | 87.23 | 83.49 | 86.47 | 84.88 | 84.53 | 84.31 | 87.09 | 80.50 | 82.69 | 82.88 | 84.91 | 81.05 | 84.66 |
| 465 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 81.93 | 85.51 | 85.68 | 85.60 | 85.49 | 86.84 | 86.20 | 85.18 | 86.25 | 85.43 | 84.08 | 85.62 | 85.97 | 85.23 | 86.19 | 87.24 | 86.29 | 86.16 | 86.57 | 85.75 | 83.39 | 82.61 | 82.70 | 83.69 | 82.64 | 82.89 |
| 466 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 83.88 | 83.87 | 85.51 | 82.58 | 85.74 | 83.77 | 86.92 | 86.24 | 84.94 | 86.26 | 85.75 | 86.48 | 87.07 | 84.89 | 86.18 | 85.64 | 85.45 | 84.04 | 84.95 | 85.30 | 81.53 | 82.94 | 82.25 | 83.31 | 84.64 | 82.47 |
| 467 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 83.61 | 85.95 | 83.79 | 84.37 | 84.65 | 84.56 | 84.28 | 87.08 | 86.29 | 85.39 | 83.50 | 86.50 | 85.54 | 85.35 | 84.85 | 87.82 | 85.45 | 86.41 | 86.08 | 86.60 | 82.35 | 83.02 | 82.51 | 82.77 | 86.27 | 84.85 |
| 496 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 82.59 | 84.75 | 83.54 | 84.19 | 84.98 | 82.17 | 85.61 | 83.93 | 84.26 | 85.42 | 85.07 | 86.04 | 86.08 | 85.44 | 83.91 | 85.98 | 84.02 | 86.51 | 84.59 | 85.86 | 83.35 | 81.32 | 80.44 | 80.97 | 82.03 | 84.17 |
| 497 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 82.89 | 84.11 | 84.39 | 85.00 | 84.14 | 84.97 | 85.95 | 86.14 | 84.55 | 83.21 | 83.97 | 85.62 | 86.95 | 86.50 | 86.23 | 86.57 | 85.88 | 86.24 | 87.91 | 86.86 | 85.10 | 83.05 | 82.80 | 81.74 | 84.17 | 85.19 |
| 498 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 84.50 | 84.81 | 85.40 | 84.49 | 82.61 | 84.16 | 85.62 | 87.92 | 84.79 | 85.33 | 84.37 | 86.21 | 84.01 | 87.48 | 83.29 | 87.00 | 85.91 | 85.67 | 84.43 | 86.43 | 84.83 | 82.38 | 80.78 | 84.20 | 82.64 | 83.23 |
| 499 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 84.74 | 85.27 | 85.47 | 85.23 | 84.25 | 86.89 | 84.98 | 84.99 | 86.74 | 85.63 | 86.44 | 85.27 | 84.19 | 84.99 | 85.04 | 87.37 | 85.56 | 86.02 | 87.21 | 85.88 | 85.39 | 82.73 | 84.19 | 84.97 | 83.58 | 84.27 |
| 528 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 82.60 | 80.51 | 83.96 | 84.56 | 84.04 | 84.67 | 84.55 | 85.83 | 87.05 | 85.90 | 85.14 | 85.32 | 82.40 | 85.44 | 84.82 | 84.52 | 85.07 | 81.78 | 86.80 | 85.89 | 81.54 | 82.81 | 82.82 | 83.70 | 82.96 | 85.34 |
| 529 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 85.82 | 87.27 | 82.78 | 84.05 | 84.91 | 85.34 | 86.13 | 86.39 | 86.80 | 85.57 | 84.04 | 86.15 | 86.54 | 85.87 | 85.23 | 85.68 | 85.18 | 86.56 | 86.28 | 87.72 | 82.51 | 80.82 | 83.93 | 84.17 | 85.22 | 83.62 |
| 530 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 85.83 | 84.29 | 85.56 | 85.69 | 85.73 | 85.11 | 85.24 | 85.47 | 85.48 | 84.21 | 84.20 | 85.43 | 86.10 | 85.87 | 85.91 | 86.57 | 85.48 | 87.10 | 86.86 | 85.50 | 84.00 | 83.00 | 85.11 | 82.04 | 84.57 | 84.41 |
| 531 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 85.20 | 82.11 | 85.82 | 84.89 | 83.31 | 85.63 | 85.04 | 85.97 | 84.20 | 85.91 | 84.34 | 87.87 | 83.74 | 84.10 | 86.23 | 86.56 | 84.85 | 86.88 | 86.79 | 86.55 | 84.64 | 84.97 | 81.63 | 81.09 | 83.39 | 81.16 |
| 560 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 84.38 | 84.32 | 84.07 | 86.23 | 84.18 | 82.91 | 85.09 | 83.91 | 85.09 | 85.13 | 84.48 | 85.67 | 81.15 | 83.88 | 85.40 | 84.09 | 81.34 | 85.37 | 84.06 | 85.13 | 80.55 | 83.77 | 84.41 | 82.56 | 81.86 | 81.05 |
| 561 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.19 | 82.60 | 83.23 | 83.10 | 82.20 | 84.66 | 84.26 | 86.06 | 82.75 | 85.76 | 85.24 | 84.60 | 85.20 | 84.75 | 84.86 | 85.31 | 83.58 | 86.41 | 85.41 | 86.31 | 82.92 | 82.91 | 85.09 | 82.24 | 83.29 | 85.91 |
| 562 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 85.23 | 81.05 | 82.58 | 83.69 | 82.28 | 85.71 | 83.42 | 86.01 | 84.05 | 85.88 | 85.69 | 85.89 | 85.49 | 85.86 | 86.38 | 86.47 | 84.58 | 86.70 | 85.30 | 84.85 | 78.75 | 76.70 | 84.58 | 83.03 | 83.54 | 83.65 |
| 563 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 84.19 | 85.44 | 84.22 | 83.78 | 84.40 | 84.88 | 86.07 | 85.67 | 86.26 | 84.62 | 86.17 | 84.75 | 85.04 | 87.18 | 86.62 | 85.51 | 85.54 | 87.13 | 84.70 | 84.84 | 83.64 | 83.58 | 83.80 | 82.21 | 81.71 | 81.08 |
| 592 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.11 | 86.68 | 88.10 | 87.25 | 87.14 | 86.19 | 86.88 | 89.01 | 87.91 | 87.05 | 88.29 | 88.43 | 86.46 | 86.81 | 85.83 | 88.53 | 86.71 | 88.51 | 87.30 | 88.15 | 85.29 | 85.67 | 88.37 | 86.07 | 87.74 | 86.81 |
| 593 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.31 | 87.24 | 86.32 | 86.82 | 87.30 | 88.60 | 86.38 | 87.22 | 88.31 | 87.53 | 88.59 | 86.83 | 88.90 | 87.54 | 87.34 | 87.63 | 86.33 | 87.78 | 88.62 | 88.31 | 88.00 | 83.90 | 86.76 | 86.99 | 86.24 | 84.36 |
| 594 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.16 | 87.56 | 85.99 | 86.44 | 85.41 | 87.38 | 86.60 | 87.11 | 86.34 | 88.31 | 87.94 | 88.07 | 87.28 | 86.45 | 87.18 | 89.80 | 87.06 | 87.62 | 88.36 | 88.12 | 84.70 | 87.20 | 86.36 | 85.98 | 86.46 | 86.75 |
| 595 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.98 | 86.93 | 85.72 | 86.47 | 86.20 | 87.79 | 87.13 | 85.80 | 87.43 | 87.82 | 86.65 | 88.53 | 86.25 | 86.50 | 85.78 | 86.99 | 87.72 | 86.52 | 87.58 | 89.95 | 85.47 | 86.72 | 84.72 | 86.00 | 86.39 | 85.82 |
| 624 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.19 | 87.81 | 86.57 | 85.48 | 87.44 | 86.69 | 89.85 | 88.09 | 88.40 | 87.14 | 87.13 | 86.75 | 87.82 | 87.41 | 87.26 | 86.59 | 87.47 | 87.22 | 88.21 | 89.05 | 85.09 | 86.20 | 85.96 | 86.96 | 87.73 | 86.19 |
| 625 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.39 | 86.68 | 85.55 | 86.52 | 87.26 | 87.87 | 85.69 | 87.02 | 86.81 | 87.75 | 87.86 | 87.61 | 86.97 | 86.65 | 86.06 | 88.80 | 87.57 | 87.83 | 87.44 | 87.09 | 86.78 | 85.94 | 85.63 | 84.89 | 87.66 | 86.74 |
| 626 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.70 | 87.24 | 85.53 | 87.24 | 86.61 | 86.10 | 86.64 | 86.63 | 86.92 | 87.50 | 86.65 | 86.09 | 89.36 | 87.62 | 86.91 | 88.08 | 87.25 | 88.34 | 86.86 | 87.93 | 86.24 | 85.35 | 87.49 | 86.12 | 86.47 | 85.72 |
| 627 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.32 | 86.17 | 86.61 | 86.29 | 88.98 | 87.36 | 86.66 | 89.36 | 87.98 | 86.48 | 87.80 | 87.81 | 86.53 | 87.33 | 86.68 | 87.94 | 86.45 | 86.51 | 87.03 | 87.13 | 85.09 | 88.70 | 86.52 | 84.73 | 87.48 | 85.12 |
| 656 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.34 | 88.29 | 86.54 | 87.09 | 87.11 | 88.00 | 85.75 | 85.63 | 88.13 | 87.21 | 87.90 | 87.53 | 86.64 | 87.83 | 88.93 | 85.93 | 87.45 | 89.69 | 86.45 | 86.79 | 86.09 | 84.37 | 88.36 | 86.16 | 85.68 | 86.36 |
| 657 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.87 | 86.71 | 87.15 | 87.04 | 87.18 | 87.71 | 87.65 | 87.19 | 85.55 | 87.89 | 88.03 | 87.68 | 87.59 | 88.49 | 87.19 | 87.96 | 87.38 | 89.31 | 87.39 | 86.06 | 85.54 | 85.56 | 86.56 | 85.50 | 86.37 | 87.60 |
| 658 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.94 | 88.06 | 86.90 | 87.96 | 86.43 | 86.90 | 87.43 | 88.32 | 86.41 | 86.13 | 87.50 | 89.11 | 86.19 | 88.52 | 87.37 | 87.03 | 89.22 | 87.28 | 87.94 | 87.14 | 85.80 | 85.83 | 87.78 | 85.22 | 85.75 | 85.38 |
| 659 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 85.63 | 86.87 | 86.89 | 86.81 | 86.73 | 87.03 | 86.96 | 86.04 | 87.30 | 86.55 | 88.24 | 87.88 | 87.23 | 87.29 | 85.22 | 88.72 | 88.48 | 86.73 | 87.70 | 86.13 | 84.19 | 84.87 | 87.86 | 85.64 | 86.72 | 87.29 |
| 688 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.82 | 87.00 | 85.85 | 86.26 | 86.37 | 86.48 | 86.55 | 87.18 | 85.79 | 86.18 | 88.48 | 87.84 | 88.40 | 87.10 | 86.36 | 88.97 | 87.10 | 87.86 | 88.66 | 87.42 | 85.85 | 86.74 | 86.73 | 84.12 | 85.85 | 84.84 |
| 689 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.69 | 86.55 | 85.11 | 87.53 | 85.90 | 86.48 | 88.16 | 88.59 | 87.27 | 86.89 | 87.42 | 87.53 | 88.23 | 87.24 | 86.07 | 87.54 | 86.27 | 86.80 | 88.77 | 87.97 | 87.15 | 86.99 | 87.81 | 86.44 | 87.38 | 86.00 |
| 690 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.21 | 86.31 | 86.50 | 86.67 | 86.94 | 86.80 | 86.15 | 87.65 | 88.03 | 86.35 | 85.59 | 85.70 | 86.37 | 86.28 | 86.68 | 88.64 | 87.46 | 87.80 | 88.62 | 88.72 | 87.84 | 84.79 | 84.25 | 85.28 | 85.85 | 82.84 |
| 691 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.49 | 86.41 | 85.46 | 86.74 | 85.37 | 88.41 | 87.57 | 87.80 | 87.62 | 86.21 | 87.97 | 87.66 | 87.13 | 86.69 | 86.18 | 87.04 | 85.72 | 86.99 | 86.86 | 88.40 | 85.07 | 86.07 | 85.94 | 85.73 | 85.43 | 87.55 |
| 720 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.04 | 86.93 | 86.26 | 87.99 | 85.77 | 87.53 | 87.77 | 87.31 | 87.22 | 87.22 | 87.64 | 87.54 | 88.28 | 86.32 | 84.89 | 88.92 | 87.54 | 87.22 | 87.52 | 87.66 | 86.20 | 84.61 | 87.86 | 85.41 | 87.77 | 84.37 |
| 721 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 85.03 | 85.34 | 88.21 | 86.16 | 84.79 | 85.47 | 86.48 | 86.39 | 89.08 | 85.92 | 86.90 | 88.07 | 88.70 | 85.35 | 87.58 | 89.49 | 84.84 | 86.59 | 88.21 | 86.88 | 85.70 | 82.37 | 83.44 | 86.68 | 86.49 | 85.15 |
| 722 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.68 | 87.71 | 86.48 | 86.33 | 86.94 | 88.18 | 87.98 | 85.88 | 86.65 | 87.97 | 88.03 | 87.70 | 87.05 | 86.02 | 85.20 | 88.00 | 86.86 | 86.93 | 87.74 | 88.20 | 86.91 | 85.36 | 87.00 | 85.91 | 85.95 | 85.67 |
| 723 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.90 | 87.93 | 85.12 | 85.83 | 87.22 | 87.82 | 87.78 | 87.81 | 87.35 | 86.95 | 88.53 | 86.34 | 88.53 | 86.45 | 86.18 | 88.66 | 87.65 | 85.97 | 88.04 | 86.94 | 85.45 | 84.79 | 87.12 | 88.74 | 86.25 | 87.20 |
| 752 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 85.11 | 86.91 | 85.20 | 87.61 | 86.45 | 85.80 | 87.62 | 88.50 | 86.55 | 86.95 | 87.54 | 87.79 | 88.31 | 87.28 | 87.38 | 88.32 | 85.54 | 87.23 | 87.26 | 85.88 | 84.16 | 85.65 | 87.66 | 84.71 | 84.93 | 83.18 |
| 753 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 84.97 | 87.27 | 84.56 | 87.17 | 85.73 | 87.58 | 88.17 | 87.65 | 86.49 | 87.46 | 88.48 | 87.41 | 88.65 | 87.10 | 86.74 | 86.95 | 85.04 | 87.50 | 87.84 | 87.83 | 85.80 | 86.91 | 83.19 | 84.89 | 84.30 | 84.31 |
| 754 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.47 | 85.65 | 87.04 | 85.76 | 85.64 | 87.48 | 87.78 | 86.87 | 87.25 | 87.95 | 85.81 | 87.24 | 87.96 | 86.50 | 86.16 | 88.61 | 88.33 | 86.87 | 86.67 | 87.25 | 84.83 | 86.09 | 85.51 | 86.66 | 87.34 | 85.03 |
| 755 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.87 | 84.49 | 87.32 | 88.62 | 85.93 | 85.85 | 87.56 | 86.99 | 88.47 | 86.35 | 87.31 | 87.92 | 86.09 | 86.49 | 86.16 | 86.97 | 85.89 | 87.95 | 87.84 | 87.00 | 86.81 | 85.02 | 86.14 | 84.46 | 85.51 | 81.74 |
| 784 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.87 | 87.54 | 87.25 | 84.24 | 85.49 | 87.52 | 86.09 | 86.51 | 86.55 | 87.66 | 87.91 | 87.02 | 87.07 | 87.74 | 85.33 | 89.16 | 86.85 | 88.49 | 88.25 | 87.84 | 87.23 | 85.89 | 86.84 | 86.52 | 84.64 | 84.82 |
| 785 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.41 | 86.79 | 85.41 | 86.71 | 85.62 | 87.37 | 85.77 | 87.12 | 87.27 | 88.12 | 86.47 | 88.44 | 87.43 | 86.26 | 87.83 | 87.11 | 85.68 | 87.19 | 88.99 | 88.74 | 86.39 | 85.19 | 86.41 | 84.82 | 87.34 | 83.66 |
| 786 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.80 | 86.68 | 86.66 | 84.99 | 83.92 | 87.73 | 87.23 | 87.25 | 86.62 | 85.28 | 87.12 | 86.35 | 88.16 | 86.62 | 86.74 | 87.35 | 85.73 | 88.22 | 88.37 | 87.29 | 84.99 | 85.34 | 85.83 | 83.96 | 85.71 | 85.69 |
| 787 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 85.86 | 87.73 | 86.33 | 87.05 | 86.70 | 86.90 | 88.33 | 86.91 | 87.33 | 85.85 | 88.01 | 87.31 | 83.33 | 85.27 | 87.40 | 88.92 | 84.96 | 88.35 | 88.28 | 87.05 | 86.85 | 84.89 | 85.96 | 85.20 | 85.59 | 84.95 |
| 816 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 85.57 | 87.93 | 87.07 | 85.36 | 87.53 | 87.40 | 89.33 | 87.07 | 87.77 | 87.08 | 87.44 | 87.35 | 87.64 | 87.87 | 86.56 | 86.63 | 86.81 | 87.16 | 86.10 | 87.24 | 84.65 | 80.81 | 85.70 | 84.79 | 83.99 | 85.27 |
| 817 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.22 | 86.56 | 86.92 | 84.01 | 86.36 | 87.10 | 86.07 | 87.13 | 88.77 | 87.77 | 85.85 | 88.10 | 88.27 | 87.69 | 86.49 | 86.90 | 85.80 | 87.94 | 85.58 | 87.61 | 84.33 | 83.40 | 85.71 | 85.01 | 86.73 | 85.53 |
| 818 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.04 | 86.05 | 85.67 | 85.97 | 86.52 | 87.41 | 88.48 | 86.65 | 88.19 | 86.09 | 87.65 | 86.38 | 87.55 | 85.97 | 86.28 | 87.45 | 86.59 | 88.23 | 88.33 | 87.06 | 83.86 | 85.12 | 87.28 | 84.82 | 85.20 | 85.95 |
| 819 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 84.27 | 86.83 | 87.10 | 86.09 | 86.78 | 87.67 | 84.44 | 87.51 | 87.18 | 87.94 | 86.54 | 87.45 | 87.57 | 87.20 | 87.74 | 87.88 | 86.41 | 84.60 | 87.32 | 89.21 | 86.49 | 84.79 | 84.72 | 85.78 | 86.14 | 83.63 |
| 848 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.61 | 82.31 | 85.60 | 85.03 | 87.07 | 86.95 | 87.77 | 86.11 | 87.40 | 86.45 | 87.23 | 86.63 | 87.85 | 85.94 | 85.96 | 87.16 | 87.33 | 87.04 | 88.75 | 85.58 | 84.92 | 84.88 | 86.52 | 84.42 | 85.75 | 85.57 |
| 849 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 85.66 | 86.08 | 85.98 | 86.54 | 85.15 | 86.14 | 86.08 | 86.69 | 86.85 | 86.27 | 86.58 | 87.02 | 87.49 | 84.81 | 84.26 | 88.35 | 87.62 | 87.67 | 88.04 | 87.04 | 82.89 | 85.05 | 85.07 | 82.79 | 83.68 | 83.89 |
| 850 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 84.90 | 83.53 | 86.21 | 87.66 | 86.79 | 87.17 | 84.62 | 84.82 | 85.85 | 86.60 | 87.88 | 86.70 | 86.23 | 85.21 | 84.57 | 85.75 | 86.63 | 86.96 | 88.36 | 86.72 | 83.87 | 86.04 | 85.22 | 86.42 | 85.75 | 84.02 |
| 851 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 82.78 | 85.60 | 85.94 | 85.78 | 86.05 | 87.72 | 86.43 | 87.42 | 86.77 | 86.90 | 87.36 | 85.90 | 87.01 | 86.13 | 86.76 | 87.21 | 86.88 | 87.86 | 88.37 | 85.44 | 84.85 | 85.29 | 85.16 | 84.55 | 86.02 | 86.22 |
| 880 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.90 | 87.01 | 84.82 | 87.54 | 86.54 | 88.94 | 86.61 | 87.27 | 87.86 | 87.57 | 88.45 | 86.24 | 87.20 | 87.22 | 85.53 | 88.52 | 86.33 | 88.92 | 88.32 | 86.94 | 87.06 | 85.67 | 86.72 | 86.06 | 85.21 | 86.48 |
| 881 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.58 | 87.90 | 86.75 | 85.01 | 86.32 | 87.91 | 87.62 | 87.69 | 86.67 | 86.81 | 87.91 | 87.64 | 89.35 | 87.11 | 86.12 | 87.43 | 88.17 | 88.36 | 88.41 | 87.68 | 86.93 | 84.85 | 86.93 | 85.30 | 88.61 | 86.98 |
| 882 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.34 | 86.52 | 86.58 | 86.27 | 86.88 | 88.36 | 86.93 | 87.22 | 87.30 | 86.88 | 87.64 | 88.50 | 87.42 | 85.83 | 86.91 | 89.11 | 86.93 | 88.08 | 87.77 | 87.99 | 86.10 | 84.53 | 87.63 | 86.37 | 87.65 | 85.89 |
| 883 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.03 | 85.74 | 86.31 | 88.14 | 88.44 | 87.34 | 86.72 | 85.86 | 87.09 | 87.04 | 88.02 | 88.18 | 89.20 | 86.97 | 86.17 | 87.71 | 86.98 | 87.52 | 88.96 | 89.04 | 88.51 | 86.18 | 88.05 | 87.49 | 86.42 | 86.96 |
| 912 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.21 | 87.78 | 86.58 | 85.41 | 85.85 | 87.43 | 85.81 | 87.56 | 87.16 | 88.23 | 88.57 | 88.08 | 87.89 | 87.11 | 87.41 | 88.41 | 86.35 | 88.08 | 88.53 | 88.70 | 87.09 | 85.56 | 85.44 | 85.60 | 86.69 | 86.75 |
| 913 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.00 | 86.83 | 85.83 | 86.10 | 86.37 | 88.36 | 86.65 | 87.71 | 85.47 | 87.63 | 88.53 | 87.86 | 87.87 | 87.51 | 87.82 | 87.98 | 86.10 | 87.14 | 87.72 | 88.43 | 84.69 | 84.31 | 86.96 | 85.88 | 84.72 | 87.35 |
| 914 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 85.54 | 86.77 | 86.03 | 87.40 | 86.91 | 85.50 | 87.86 | 88.37 | 88.03 | 86.60 | 86.93 | 88.26 | 88.56 | 88.31 | 86.49 | 89.19 | 86.94 | 87.22 | 87.91 | 88.56 | 85.37 | 86.52 | 88.39 | 84.51 | 85.75 | 85.65 |
| 915 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.65 | 86.18 | 86.05 | 88.59 | 86.39 | 87.89 | 87.37 | 87.62 | 86.48 | 86.25 | 86.98 | 88.51 | 88.44 | 86.36 | 86.43 | 87.94 | 84.24 | 87.57 | 88.71 | 88.11 | 87.44 | 85.54 | 87.60 | 85.65 | 84.84 | 85.40 |
| 944 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.37 | 85.45 | 87.88 | 86.25 | 86.43 | 87.02 | 86.21 | 86.90 | 87.40 | 87.28 | 85.99 | 87.35 | 87.67 | 86.34 | 87.32 | 88.57 | 87.29 | 88.50 | 88.76 | 87.38 | 87.87 | 86.25 | 86.45 | 85.29 | 87.41 | 86.33 |
| 945 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.62 | 87.53 | 88.82 | 86.25 | 86.80 | 87.30 | 85.68 | 87.84 | 88.44 | 85.27 | 88.56 | 88.81 | 85.76 | 86.77 | 85.40 | 87.57 | 87.14 | 86.88 | 88.34 | 87.28 | 84.84 | 87.58 | 88.33 | 85.09 | 85.92 | 84.63 |
| 946 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.26 | 86.25 | 85.37 | 85.50 | 88.08 | 86.13 | 87.05 | 86.33 | 87.89 | 86.43 | 88.59 | 88.09 | 86.11 | 87.19 | 85.99 | 86.79 | 87.79 | 87.04 | 85.14 | 89.20 | 86.03 | 84.96 | 86.76 | 88.02 | 85.53 | 85.06 |
| 947 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.48 | 86.07 | 85.76 | 85.72 | 86.29 | 89.30 | 87.93 | 86.59 | 87.62 | 87.37 | 87.15 | 89.02 | 88.61 | 87.32 | 86.79 | 87.89 | 86.52 | 88.57 | 87.44 | 87.61 | 86.58 | 88.28 | 86.20 | 85.28 | 85.51 | 86.01 |
| 976 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 85.76 | 86.03 | 85.94 | 86.93 | 87.32 | 87.98 | 87.93 | 88.46 | 88.30 | 86.81 | 87.92 | 86.68 | 87.85 | 86.32 | 86.29 | 87.83 | 87.46 | 87.86 | 87.25 | 88.70 | 86.71 | 86.24 | 86.50 | 84.69 | 85.44 | 84.92 |
| 977 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.50 | 85.78 | 85.48 | 86.30 | 86.48 | 87.67 | 87.15 | 86.50 | 87.07 | 87.47 | 88.01 | 89.53 | 87.19 | 86.01 | 86.13 | 87.40 | 85.63 | 87.10 | 87.88 | 88.25 | 87.01 | 86.16 | 85.85 | 85.74 | 87.05 | 85.94 |
| 978 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.53 | 87.09 | 86.24 | 86.49 | 87.22 | 88.57 | 87.30 | 86.92 | 86.32 | 86.19 | 86.97 | 87.60 | 87.28 | 87.34 | 86.19 | 87.42 | 86.07 | 88.41 | 88.18 | 86.96 | 86.57 | 86.14 | 86.30 | 83.51 | 86.25 | 86.19 |
| 979 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.12 | 87.34 | 86.84 | 87.43 | 85.75 | 86.86 | 86.07 | 86.77 | 87.35 | 85.67 | 88.07 | 88.97 | 88.43 | 86.77 | 87.36 | 87.52 | 88.54 | 87.45 | 87.19 | 87.80 | 85.28 | 84.32 | 86.87 | 85.70 | 86.02 | 85.47 |
| 1008 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.38 | 85.36 | 85.92 | 85.01 | 86.03 | 86.49 | 88.04 | 87.37 | 87.54 | 87.37 | 86.11 | 87.16 | 87.76 | 86.69 | 85.95 | 88.17 | 85.19 | 88.64 | 88.67 | 86.90 | 87.15 | 87.36 | 86.22 | 84.87 | 84.59 | 86.57 |
| 1009 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.05 | 88.35 | 86.90 | 87.13 | 86.42 | 86.94 | 86.25 | 87.22 | 87.67 | 85.62 | 87.36 | 88.88 | 86.45 | 85.67 | 84.99 | 87.83 | 86.40 | 87.05 | 86.69 | 87.81 | 83.89 | 83.93 | 87.14 | 86.18 | 84.51 | 84.53 |
| 1010 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.49 | 85.33 | 85.19 | 86.53 | 85.96 | 87.64 | 88.60 | 87.45 | 87.26 | 87.16 | 86.58 | 86.94 | 89.92 | 86.04 | 86.92 | 86.92 | 88.41 | 88.05 | 87.44 | 89.81 | 84.90 | 86.93 | 86.88 | 84.37 | 87.08 | 84.03 |
| 1011 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.46 | 85.48 | 86.37 | 87.65 | 85.46 | 86.61 | 87.22 | 88.10 | 86.72 | 87.27 | 86.53 | 87.54 | 88.78 | 87.60 | 87.25 | 87.77 | 86.25 | 87.54 | 87.48 | 87.19 | 85.60 | 84.98 | 86.99 | 83.98 | 85.43 | 84.37 |
| 1040 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.30 | 87.04 | 86.24 | 86.20 | 85.47 | 86.37 | 86.61 | 88.96 | 87.07 | 87.25 | 86.77 | 87.00 | 88.54 | 86.25 | 86.71 | 87.49 | 86.39 | 87.69 | 85.61 | 89.24 | 87.95 | 85.59 | 89.06 | 85.52 | 84.70 | 85.70 |
| 1041 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.50 | 86.61 | 86.00 | 85.11 | 85.89 | 86.97 | 87.66 | 88.07 | 87.72 | 86.58 | 87.63 | 87.79 | 86.36 | 89.87 | 87.04 | 88.03 | 86.85 | 87.06 | 88.32 | 87.20 | 87.68 | 86.30 | 87.09 | 84.18 | 85.25 | 86.87 |
| 1042 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 85.96 | 86.06 | 87.71 | 86.31 | 86.22 | 86.61 | 87.08 | 87.06 | 86.63 | 86.99 | 85.22 | 86.60 | 87.09 | 86.54 | 84.67 | 88.49 | 88.36 | 86.59 | 88.29 | 88.55 | 85.15 | 86.41 | 87.57 | 85.86 | 85.60 | 86.24 |
| 1043 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.67 | 87.81 | 86.04 | 86.41 | 86.41 | 88.61 | 86.81 | 87.98 | 86.83 | 86.94 | 86.31 | 87.69 | 88.61 | 85.88 | 86.60 | 87.31 | 86.11 | 87.58 | 87.88 | 87.13 | 87.68 | 88.31 | 87.13 | 84.51 | 83.70 | 85.34 |
| 1072 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.21 | 86.80 | 85.77 | 86.68 | 85.83 | 86.91 | 88.15 | 87.38 | 86.79 | 87.19 | 86.68 | 87.15 | 87.17 | 86.60 | 86.08 | 87.42 | 86.68 | 87.33 | 87.91 | 86.23 | 85.69 | 85.38 | 85.30 | 86.56 | 89.26 | 84.74 |
| 1073 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 85.43 | 86.48 | 86.58 | 85.91 | 85.23 | 87.41 | 85.91 | 85.92 | 87.78 | 86.39 | 86.12 | 86.81 | 86.36 | 85.53 | 86.42 | 87.68 | 87.92 | 87.07 | 85.15 | 87.75 | 83.71 | 83.97 | 86.15 | 84.49 | 86.69 | 85.88 |
| 1074 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.25 | 87.06 | 83.79 | 86.18 | 86.56 | 86.26 | 85.21 | 87.07 | 87.24 | 86.18 | 87.39 | 87.22 | 88.62 | 87.60 | 86.81 | 88.68 | 85.43 | 86.94 | 87.71 | 88.83 | 85.69 | 85.46 | 86.99 | 86.72 | 86.63 | 87.87 |
| 1075 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.53 | 87.41 | 85.90 | 87.28 | 84.63 | 87.25 | 86.50 | 87.47 | 87.32 | 86.88 | 87.02 | 88.02 | 88.64 | 87.52 | 86.12 | 87.90 | 86.52 | 86.99 | 87.82 | 88.08 | 85.40 | 83.90 | 86.06 | 85.67 | 87.36 | 84.78 |
| 1104 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.00 | 85.62 | 86.85 | 84.49 | 85.95 | 86.64 | 86.33 | 86.16 | 86.82 | 86.70 | 88.32 | 86.57 | 86.02 | 87.00 | 85.03 | 86.68 | 86.37 | 87.60 | 87.22 | 87.52 | 85.37 | 83.64 | 86.68 | 82.77 | 86.77 | 85.49 |
| 1105 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.06 | 85.81 | 85.99 | 86.34 | 85.99 | 86.20 | 87.04 | 86.08 | 87.80 | 86.68 | 88.26 | 87.29 | 87.10 | 85.87 | 87.19 | 87.06 | 86.58 | 87.46 | 87.61 | 86.49 | 85.00 | 86.44 | 85.47 | 85.60 | 85.54 | 82.85 |
| 1106 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.51 | 85.35 | 87.20 | 85.87 | 87.45 | 88.26 | 84.55 | 87.61 | 87.55 | 86.78 | 86.04 | 88.27 | 87.78 | 86.16 | 85.19 | 87.76 | 86.87 | 84.90 | 86.97 | 88.32 | 86.29 | 84.28 | 87.34 | 86.17 | 87.75 | 84.61 |
| 1107 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.08 | 86.89 | 86.22 | 87.80 | 86.97 | 87.68 | 85.92 | 85.44 | 86.85 | 87.90 | 86.99 | 86.41 | 88.59 | 86.27 | 86.80 | 89.31 | 87.14 | 87.21 | 87.65 | 86.77 | 86.02 | 85.94 | 86.62 | 85.15 | 85.52 | 83.00 |
| 1136 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.01 | 85.88 | 88.65 | 85.83 | 85.03 | 86.75 | 87.15 | 86.13 | 85.21 | 87.45 | 86.26 | 86.58 | 87.69 | 83.23 | 84.44 | 85.89 | 85.71 | 86.96 | 85.83 | 86.22 | 84.23 | 83.95 | 87.72 | 83.76 | 85.61 | 84.09 |
| 1137 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.93 | 84.68 | 86.14 | 83.95 | 85.01 | 86.80 | 87.34 | 86.21 | 84.74 | 85.62 | 87.31 | 85.65 | 88.26 | 84.62 | 86.26 | 88.13 | 85.46 | 88.78 | 87.73 | 87.70 | 80.35 | 84.31 | 82.65 | 85.78 | 83.25 | 86.03 |
| 1138 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 85.76 | 85.68 | 88.08 | 85.75 | 84.71 | 87.76 | 86.69 | 85.66 | 86.42 | 86.09 | 87.10 | 86.58 | 85.46 | 86.02 | 86.29 | 87.41 | 84.61 | 87.64 | 88.46 | 86.61 | 86.69 | 85.57 | 85.96 | 85.21 | 85.78 | 85.34 |
| 1139 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 84.00 | 87.06 | 87.91 | 85.82 | 86.32 | 87.33 | 87.14 | 87.56 | 87.44 | 87.32 | 85.53 | 87.40 | 87.61 | 85.05 | 86.35 | 87.23 | 86.67 | 86.87 | 86.75 | 88.90 | 84.59 | 84.39 | 85.41 | 86.62 | 85.50 | 85.21 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 16 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.74 | 85.81 | 86.63 | 85.28 | 86.69 | 86.24 | 85.10 | 86.93 | 85.38 | 86.74 | 88.55 | 86.53 | 86.37 | 88.17 | 84.17 | 88.38 | 87.60 | 87.98 | 86.62 | 87.09 | 85.12 | 85.59 | 90.64 | 83.81 | 84.68 | 84.18 |
| 17 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.75 | 90.21 | 87.53 | 86.50 | 88.89 | 86.23 | 83.79 | 87.67 | 88.19 | 85.21 | 87.30 | 87.09 | 87.82 | 90.35 | 87.24 | 87.75 | 87.73 | 87.12 | 87.85 | 89.27 | 89.42 | 85.59 | 86.27 | 85.23 | 85.09 | 85.91 |
| 18 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.75 | 87.58 | 86.80 | 86.95 | 88.33 | 87.57 | 87.42 | 89.06 | 90.82 | 88.47 | 88.93 | 89.38 | 88.97 | 88.73 | 87.23 | 88.63 | 88.28 | 88.58 | 88.53 | 87.71 | 87.47 | 87.12 | 89.25 | 86.67 | 85.96 | 87.14 |
| 19 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 19.58 | 87.97 | 87.15 | 86.73 | 87.51 | 88.16 | 87.77 | 89.19 | 89.55 | 86.73 | 88.77 | 88.79 | 89.17 | 87.50 | 87.15 | 89.09 | 19.58 | 86.44 | 88.21 | 89.43 | 86.96 | 86.06 | 88.60 | 88.42 | 89.27 | 19.58 |
| 48 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.39 | 87.06 | 87.14 | 88.33 | 82.19 | 86.68 | 85.31 | 85.74 | 90.17 | 87.38 | 87.97 | 86.99 | 86.39 | 88.09 | 87.26 | 86.63 | 89.34 | 89.06 | 86.40 | 89.02 | 90.51 | 85.74 | 85.69 | 86.20 | 86.86 | 85.56 |
| 49 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.26 | 87.71 | 87.94 | 89.42 | 87.19 | 86.54 | 88.59 | 88.14 | 88.77 | 87.76 | 89.04 | 86.60 | 88.69 | 85.88 | 87.57 | 89.07 | 88.05 | 85.55 | 87.64 | 90.92 | 87.19 | 89.00 | 88.55 | 85.82 | 88.24 | 87.48 |
| 50 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.41 | 87.68 | 90.40 | 85.96 | 87.79 | 87.48 | 90.57 | 87.93 | 87.08 | 89.45 | 88.11 | 87.28 | 87.24 | 88.39 | 87.22 | 89.50 | 86.75 | 86.46 | 90.70 | 89.60 | 85.66 | 87.38 | 89.24 | 88.33 | 87.54 | 87.09 |
| 51 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.07 | 85.26 | 88.62 | 86.31 | 89.61 | 90.06 | 88.57 | 87.64 | 87.93 | 86.83 | 89.45 | 87.04 | 90.34 | 87.77 | 86.84 | 89.30 | 88.71 | 87.79 | 88.33 | 88.74 | 85.94 | 86.85 | 85.90 | 87.57 | 87.94 | 90.21 |
| 80 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.10 | 89.30 | 88.42 | 87.40 | 87.35 | 86.94 | 89.40 | 89.77 | 88.22 | 85.81 | 86.71 | 88.66 | 88.61 | 87.05 | 89.38 | 88.91 | 89.44 | 88.85 | 89.04 | 88.19 | 88.30 | 86.71 | 85.48 | 84.99 | 88.16 | 85.23 |
| 81 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.95 | 86.26 | 89.20 | 86.44 | 84.84 | 89.79 | 88.76 | 85.70 | 89.81 | 88.35 | 87.94 | 89.23 | 87.65 | 88.03 | 87.39 | 89.41 | 89.55 | 89.85 | 89.07 | 87.64 | 89.81 | 87.93 | 89.45 | 87.27 | 86.59 | 86.70 |
| 82 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.41 | 88.80 | 87.06 | 86.61 | 89.38 | 85.68 | 88.86 | 87.65 | 89.50 | 88.87 | 89.40 | 86.77 | 88.31 | 88.18 | 87.37 | 89.72 | 89.19 | 88.82 | 88.79 | 87.45 | 86.51 | 88.68 | 86.45 | 88.11 | 86.01 | 86.45 |
| 83 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.09 | 88.69 | 89.82 | 88.48 | 86.57 | 87.73 | 90.51 | 88.62 | 88.31 | 87.55 | 89.99 | 89.31 | 89.28 | 88.55 | 88.81 | 89.47 | 88.23 | 87.61 | 89.26 | 89.61 | 86.82 | 87.64 | 88.39 | 87.51 | 90.40 | 86.58 |
| 112 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.58 | 86.70 | 88.62 | 86.33 | 89.94 | 87.90 | 83.60 | 86.06 | 89.35 | 87.92 | 87.99 | 87.84 | 88.48 | 88.73 | 85.80 | 89.24 | 86.21 | 86.51 | 89.50 | 88.19 | 88.45 | 85.74 | 88.55 | 85.65 | 87.64 | 87.86 |
| 113 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.92 | 88.92 | 89.45 | 88.43 | 89.02 | 88.55 | 89.04 | 87.47 | 89.02 | 88.09 | 87.13 | 87.93 | 88.94 | 86.32 | 88.84 | 87.42 | 89.61 | 87.62 | 89.88 | 88.71 | 88.42 | 90.05 | 88.82 | 87.96 | 86.23 | 86.49 |
| 114 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.78 | 87.97 | 86.67 | 86.15 | 89.61 | 86.52 | 87.36 | 88.13 | 90.46 | 89.42 | 87.98 | 84.94 | 91.44 | 88.20 | 86.46 | 87.83 | 87.67 | 88.14 | 86.88 | 88.73 | 89.25 | 86.61 | 88.17 | 85.42 | 89.17 | 87.26 |
| 115 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.92 | 88.33 | 89.54 | 87.21 | 87.56 | 86.32 | 88.73 | 88.67 | 89.35 | 88.57 | 89.08 | 89.80 | 86.56 | 87.72 | 89.71 | 89.01 | 88.97 | 88.90 | 89.24 | 87.27 | 89.18 | 85.81 | 90.93 | 87.10 | 88.08 | 89.62 |
| 144 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.89 | 84.55 | 85.97 | 86.57 | 87.39 | 87.35 | 88.83 | 88.94 | 87.68 | 88.78 | 88.08 | 85.89 | 89.24 | 85.32 | 87.40 | 89.27 | 88.01 | 87.54 | 89.26 | 88.72 | 87.75 | 88.05 | 87.80 | 86.66 | 84.34 | 88.94 |
| 145 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.56 | 87.63 | 89.62 | 87.63 | 88.04 | 86.46 | 90.24 | 87.51 | 88.16 | 88.67 | 88.08 | 90.09 | 89.02 | 87.57 | 86.59 | 89.04 | 87.26 | 90.08 | 89.94 | 90.33 | 89.22 | 86.30 | 88.56 | 84.74 | 88.32 | 88.84 |
| 146 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.64 | 86.97 | 89.10 | 89.99 | 88.26 | 87.36 | 89.07 | 89.97 | 90.82 | 89.04 | 87.77 | 89.81 | 90.15 | 88.79 | 86.66 | 87.31 | 87.29 | 88.46 | 89.71 | 88.99 | 88.99 | 86.92 | 90.20 | 87.37 | 86.91 | 86.09 |
| 147 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.19 | 89.75 | 89.66 | 89.57 | 90.39 | 89.24 | 90.86 | 91.04 | 90.62 | 89.79 | 88.96 | 89.30 | 91.87 | 89.68 | 87.41 | 91.20 | 88.77 | 88.88 | 90.05 | 89.22 | 90.38 | 89.84 | 87.71 | 88.29 | 86.86 | 89.89 |
| 176 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.07 | 87.55 | 88.71 | 87.76 | 87.91 | 87.15 | 88.52 | 84.99 | 87.04 | 88.75 | 89.91 | 86.22 | 92.01 | 85.25 | 86.78 | 86.86 | 88.35 | 86.66 | 88.23 | 90.38 | 89.04 | 87.32 | 89.88 | 86.80 | 85.40 | 85.40 |
| 177 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.27 | 91.26 | 91.82 | 89.17 | 88.40 | 89.87 | 89.71 | 91.22 | 90.78 | 89.09 | 85.95 | 89.31 | 91.16 | 89.78 | 88.88 | 90.32 | 91.59 | 90.98 | 91.63 | 87.54 | 87.91 | 89.04 | 89.35 | 87.55 | 90.25 | 88.77 |
| 178 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.07 | 89.86 | 89.91 | 87.66 | 90.47 | 87.05 | 88.63 | 87.86 | 90.05 | 87.36 | 86.69 | 88.74 | 88.58 | 88.54 | 88.87 | 90.25 | 91.02 | 89.27 | 87.51 | 89.17 | 88.55 | 88.42 | 90.21 | 87.45 | 87.75 | 87.72 |
| 179 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.43 | 89.36 | 90.68 | 88.61 | 90.67 | 89.17 | 87.08 | 89.63 | 88.70 | 89.34 | 89.94 | 88.65 | 87.41 | 88.07 | 86.18 | 89.05 | 90.18 | 89.74 | 89.11 | 90.32 | 88.83 | 89.56 | 89.66 | 87.03 | 87.70 | 87.81 |
| 208 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.77 | 88.92 | 88.95 | 89.44 | 88.70 | 86.16 | 88.29 | 88.70 | 88.25 | 87.76 | 86.16 | 87.74 | 88.32 | 89.53 | 86.83 | 91.55 | 88.47 | 87.79 | 89.87 | 88.93 | 87.81 | 86.58 | 89.89 | 87.63 | 88.72 | 89.91 |
| 209 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.30 | 87.96 | 90.54 | 89.48 | 87.68 | 88.04 | 88.74 | 88.21 | 88.34 | 87.84 | 91.09 | 90.35 | 89.21 | 89.53 | 88.90 | 89.56 | 88.28 | 85.49 | 90.12 | 89.49 | 89.19 | 88.73 | 91.60 | 86.69 | 88.21 | 87.26 |
| 210 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.03 | 86.17 | 87.92 | 87.89 | 85.21 | 87.89 | 86.71 | 88.26 | 88.78 | 88.67 | 87.43 | 87.43 | 87.76 | 88.97 | 88.19 | 87.74 | 87.75 | 89.18 | 87.68 | 89.25 | 87.14 | 87.22 | 91.05 | 86.81 | 85.50 | 85.97 |
| 211 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 90.30 | 87.77 | 89.65 | 88.67 | 87.65 | 89.04 | 89.02 | 89.51 | 90.01 | 89.26 | 88.20 | 86.44 | 89.03 | 89.88 | 86.73 | 90.40 | 89.03 | 86.07 | 89.39 | 89.86 | 86.81 | 87.60 | 89.95 | 87.64 | 88.48 | 87.55 |
| 240 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.29 | 87.79 | 87.51 | 86.44 | 88.32 | 86.63 | 89.77 | 86.87 | 90.08 | 89.10 | 87.46 | 86.43 | 87.57 | 88.38 | 89.91 | 88.85 | 89.75 | 89.47 | 88.63 | 88.17 | 86.76 | 88.70 | 89.27 | 88.44 | 85.69 | 87.81 |
| 241 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.30 | 87.92 | 90.22 | 89.74 | 87.04 | 87.75 | 90.29 | 85.44 | 89.96 | 89.18 | 88.33 | 88.45 | 88.29 | 85.80 | 89.48 | 89.24 | 89.31 | 87.17 | 89.81 | 88.91 | 90.21 | 86.66 | 90.09 | 89.69 | 90.31 | 88.73 |
| 242 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.44 | 87.19 | 87.15 | 88.71 | 90.12 | 88.08 | 88.75 | 87.54 | 89.97 | 88.04 | 89.36 | 86.02 | 87.82 | 89.35 | 89.00 | 88.29 | 88.69 | 89.44 | 88.22 | 88.56 | 89.96 | 89.40 | 87.16 | 86.65 | 87.26 | 87.56 |
| 243 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.61 | 86.84 | 85.87 | 85.19 | 88.94 | 87.10 | 88.94 | 89.11 | 87.25 | 86.85 | 87.08 | 86.79 | 89.53 | 89.55 | 86.51 | 88.93 | 89.13 | 88.58 | 88.67 | 88.04 | 86.76 | 87.83 | 89.26 | 87.68 | 87.74 | 87.71 |
| 272 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.95 | 87.12 | 87.44 | 88.07 | 89.79 | 87.71 | 89.32 | 86.73 | 87.85 | 89.76 | 87.89 | 89.04 | 85.97 | 84.91 | 86.71 | 88.30 | 87.66 | 86.79 | 89.08 | 88.85 | 89.72 | 85.91 | 86.08 | 87.53 | 87.31 | 86.60 |
| 273 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.01 | 89.48 | 89.63 | 89.75 | 89.38 | 88.30 | 87.95 | 89.34 | 87.04 | 88.55 | 88.03 | 87.66 | 88.87 | 89.30 | 87.19 | 89.05 | 90.37 | 88.87 | 88.66 | 88.57 | 88.42 | 85.38 | 88.51 | 87.40 | 89.51 | 86.03 |
| 274 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.33 | 89.05 | 85.72 | 88.66 | 88.54 | 88.54 | 87.15 | 85.56 | 89.32 | 89.37 | 87.54 | 86.20 | 87.64 | 87.62 | 89.99 | 89.10 | 89.35 | 88.73 | 89.14 | 87.07 | 86.67 | 86.93 | 89.71 | 85.66 | 88.59 | 88.41 |
| 275 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.98 | 88.68 | 88.52 | 87.07 | 89.57 | 86.72 | 87.07 | 87.56 | 88.69 | 89.53 | 89.26 | 88.34 | 89.54 | 88.83 | 89.18 | 88.41 | 88.96 | 86.60 | 89.42 | 89.96 | 87.74 | 86.93 | 87.65 | 89.01 | 89.32 | 87.68 |
| 304 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.02 | 87.38 | 87.40 | 85.12 | 85.77 | 87.34 | 86.85 | 86.91 | 86.93 | 88.91 | 86.86 | 85.82 | 87.52 | 85.31 | 87.63 | 86.19 | 87.54 | 86.77 | 86.09 | 86.90 | 83.88 | 87.15 | 87.20 | 87.68 | 87.40 | 86.08 |
| 305 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.80 | 89.44 | 88.81 | 85.71 | 89.00 | 88.36 | 86.97 | 88.64 | 88.99 | 86.01 | 87.95 | 86.70 | 89.29 | 86.85 | 86.96 | 90.43 | 87.24 | 89.50 | 89.99 | 89.69 | 89.33 | 86.28 | 87.65 | 85.39 | 86.80 | 85.38 |
| 306 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.08 | 89.07 | 88.60 | 86.81 | 85.31 | 85.93 | 87.79 | 87.03 | 84.64 | 85.48 | 89.12 | 87.27 | 86.94 | 87.54 | 87.65 | 87.71 | 87.03 | 87.59 | 87.98 | 86.44 | 85.34 | 85.68 | 87.31 | 88.49 | 85.68 | 84.69 |
| 307 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.95 | 86.65 | 87.62 | 85.35 | 85.37 | 88.34 | 87.48 | 87.20 | 87.59 | 84.03 | 90.00 | 87.61 | 86.76 | 87.74 | 86.44 | 88.91 | 89.81 | 89.37 | 89.30 | 88.14 | 88.49 | 87.62 | 86.10 | 86.82 | 85.00 | 87.55 |
| 336 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.76 | 87.14 | 89.99 | 87.78 | 88.97 | 85.93 | 88.45 | 89.06 | 88.43 | 88.84 | 87.92 | 87.22 | 88.13 | 89.32 | 87.82 | 85.90 | 89.76 | 90.23 | 89.45 | 87.71 | 87.38 | 88.09 | 87.08 | 87.07 | 87.29 | 87.53 |
| 337 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.38 | 88.52 | 90.99 | 89.24 | 90.23 | 87.40 | 88.68 | 90.53 | 89.56 | 90.02 | 89.63 | 88.42 | 89.34 | 88.80 | 89.80 | 87.70 | 88.78 | 86.78 | 90.08 | 89.79 | 89.39 | 89.60 | 88.73 | 86.76 | 88.73 | 87.06 |
| 338 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.23 | 87.85 | 90.32 | 86.90 | 89.45 | 87.29 | 85.68 | 88.20 | 88.04 | 87.92 | 87.77 | 89.82 | 87.41 | 88.24 | 89.52 | 89.73 | 91.60 | 90.19 | 86.72 | 90.72 | 88.70 | 90.00 | 90.65 | 88.95 | 86.85 | 86.38 |
| 339 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.51 | 89.62 | 88.57 | 88.44 | 88.52 | 88.18 | 89.53 | 88.24 | 89.84 | 91.33 | 90.33 | 88.23 | 89.82 | 89.17 | 89.31 | 88.84 | 91.49 | 85.50 | 87.95 | 87.35 | 88.75 | 88.19 | 88.71 | 88.43 | 88.39 | 87.84 |
| 368 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.54 | 82.94 | 86.87 | 88.72 | 87.58 | 87.97 | 88.34 | 84.99 | 88.59 | 81.27 | 89.08 | 87.95 | 90.77 | 88.32 | 86.63 | 84.59 | 89.46 | 86.49 | 88.45 | 87.07 | 89.19 | 85.70 | 90.38 | 66.80 | 90.30 | 86.86 |
| 369 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.19 | 87.67 | 88.55 | 87.81 | 89.30 | 88.62 | 88.46 | 87.89 | 89.50 | 88.92 | 89.85 | 85.09 | 88.32 | 90.32 | 88.01 | 91.59 | 91.79 | 90.32 | 90.25 | 89.48 | 89.09 | 89.05 | 86.24 | 86.77 | 85.91 | 88.32 |
| 370 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.25 | 88.46 | 90.58 | 86.23 | 87.59 | 87.02 | 90.00 | 90.91 | 90.98 | 90.94 | 89.82 | 90.59 | 87.92 | 89.49 | 88.35 | 89.61 | 90.12 | 90.49 | 90.09 | 89.79 | 87.41 | 87.60 | 85.25 | 86.97 | 89.45 | 88.89 |
| 371 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.10 | 90.08 | 89.29 | 90.14 | 90.96 | 89.70 | 90.12 | 89.77 | 91.00 | 89.44 | 88.50 | 87.86 | 88.77 | 89.81 | 88.43 | 89.24 | 89.38 | 92.86 | 87.98 | 88.64 | 90.52 | 89.35 | 90.32 | 87.43 | 86.93 | 87.17 |
| 400 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.51 | 86.51 | 86.19 | 85.67 | 85.14 | 87.27 | 88.72 | 86.76 | 86.96 | 87.46 | 88.53 | 86.59 | 89.23 | 87.95 | 86.71 | 88.87 | 86.61 | 87.95 | 88.87 | 89.44 | 90.18 | 88.78 | 86.73 | 84.80 | 87.12 | 85.90 |
| 401 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.32 | 87.77 | 89.67 | 85.28 | 87.98 | 88.86 | 88.72 | 90.11 | 89.44 | 89.26 | 89.82 | 90.18 | 91.10 | 88.05 | 85.21 | 90.37 | 88.08 | 89.63 | 89.05 | 89.52 | 89.96 | 86.45 | 90.94 | 86.80 | 88.52 | 88.04 |
| 402 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.19 | 88.65 | 88.78 | 89.37 | 87.60 | 87.05 | 89.21 | 88.55 | 89.25 | 88.88 | 90.04 | 87.44 | 89.71 | 89.73 | 87.63 | 90.55 | 88.86 | 89.41 | 88.29 | 90.42 | 88.69 | 87.92 | 88.35 | 86.68 | 88.77 | 87.90 |
| 403 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.60 | 86.39 | 88.55 | 85.95 | 87.57 | 87.24 | 89.96 | 87.21 | 85.95 | 88.11 | 88.96 | 86.96 | 88.28 | 88.30 | 88.23 | 89.89 | 89.65 | 89.92 | 89.10 | 88.04 | 88.40 | 87.96 | 85.45 | 87.46 | 85.42 | 88.38 |
| 432 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.72 | 86.33 | 87.46 | 87.33 | 86.89 | 85.26 | 88.57 | 86.83 | 86.73 | 84.92 | 88.43 | 87.38 | 88.23 | 88.12 | 84.44 | 89.15 | 87.38 | 86.20 | 87.84 | 86.42 | 87.48 | 87.34 | 86.70 | 87.55 | 86.80 | 87.13 |
| 433 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.20 | 89.16 | 88.89 | 89.58 | 88.53 | 90.80 | 89.35 | 87.68 | 89.11 | 89.58 | 89.70 | 85.65 | 89.98 | 89.11 | 87.37 | 91.71 | 90.40 | 87.17 | 88.05 | 87.73 | 87.76 | 89.94 | 89.12 | 88.55 | 86.12 | 87.22 |
| 434 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.19 | 89.00 | 91.17 | 89.12 | 89.30 | 89.49 | 88.88 | 89.92 | 90.50 | 89.73 | 88.74 | 88.76 | 89.38 | 90.21 | 88.34 | 88.41 | 90.71 | 88.92 | 88.41 | 88.15 | 86.63 | 90.40 | 90.31 | 90.53 | 86.36 | 87.78 |
| 435 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.65 | 88.37 | 88.51 | 88.59 | 89.08 | 86.43 | 88.60 | 88.79 | 90.81 | 90.44 | 88.93 | 87.33 | 89.42 | 90.34 | 88.35 | 89.71 | 88.69 | 90.01 | 88.88 | 90.23 | 89.07 | 89.43 | 88.97 | 87.89 | 88.46 | 87.20 |
| 464 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.77 | 86.85 | 88.69 | 87.95 | 86.40 | 86.67 | 89.05 | 89.80 | 90.62 | 86.17 | 87.78 | 87.89 | 88.52 | 90.61 | 86.09 | 89.44 | 87.26 | 89.00 | 90.42 | 88.83 | 85.50 | 87.40 | 88.50 | 88.22 | 86.75 | 88.21 |
| 465 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.17 | 88.95 | 89.10 | 90.23 | 91.14 | 89.70 | 90.76 | 89.95 | 89.48 | 89.92 | 89.04 | 88.12 | 89.66 | 89.34 | 87.07 | 92.31 | 90.74 | 88.22 | 91.28 | 90.02 | 88.02 | 89.13 | 88.21 | 87.80 | 88.32 | 87.37 |
| 466 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.45 | 89.73 | 90.06 | 87.04 | 89.81 | 87.53 | 88.12 | 89.11 | 88.36 | 88.74 | 89.32 | 89.61 | 89.50 | 88.76 | 89.98 | 88.72 | 90.29 | 88.33 | 90.16 | 87.96 | 88.68 | 86.91 | 87.65 | 88.12 | 89.62 | 88.04 |
| 467 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.29 | 89.68 | 87.80 | 87.47 | 90.37 | 87.33 | 86.51 | 91.21 | 91.09 | 88.16 | 89.54 | 88.75 | 87.70 | 88.56 | 89.06 | 90.77 | 89.15 | 90.95 | 90.92 | 91.20 | 88.11 | 88.52 | 89.92 | 87.88 | 87.72 | 89.38 |
| 496 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.56 | 87.11 | 86.83 | 86.76 | 89.18 | 85.47 | 90.72 | 87.97 | 88.19 | 87.37 | 87.41 | 86.11 | 90.95 | 88.09 | 87.96 | 89.23 | 87.79 | 89.64 | 88.27 | 89.25 | 87.72 | 85.77 | 85.06 | 87.09 | 85.91 | 88.49 |
| 497 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.97 | 87.54 | 88.82 | 88.09 | 88.98 | 87.12 | 89.68 | 88.95 | 89.32 | 87.75 | 86.73 | 87.18 | 88.49 | 90.49 | 88.10 | 87.49 | 88.65 | 89.65 | 90.75 | 87.84 | 89.40 | 88.86 | 87.79 | 88.49 | 88.59 | 89.21 |
| 498 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.40 | 89.32 | 89.52 | 86.37 | 87.64 | 87.46 | 89.10 | 89.63 | 87.60 | 91.18 | 87.63 | 89.33 | 88.10 | 89.63 | 87.54 | 88.62 | 89.74 | 88.87 | 88.98 | 88.18 | 88.93 | 88.10 | 86.89 | 87.54 | 88.20 | 89.32 |
| 499 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.37 | 88.46 | 90.71 | 88.31 | 88.12 | 88.75 | 88.04 | 89.19 | 89.78 | 89.09 | 89.78 | 89.25 | 87.58 | 90.39 | 88.45 | 89.44 | 89.65 | 88.74 | 90.70 | 86.46 | 88.55 | 87.24 | 87.79 | 89.36 | 86.93 | 87.56 |
| 528 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.83 | 85.14 | 88.48 | 88.68 | 89.56 | 86.37 | 89.41 | 88.10 | 88.47 | 90.18 | 87.65 | 88.59 | 87.02 | 90.09 | 86.35 | 86.26 | 90.09 | 83.73 | 88.64 | 88.51 | 86.94 | 85.58 | 88.49 | 87.25 | 87.03 | 88.15 |
| 529 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 90.67 | 88.88 | 86.89 | 87.10 | 89.35 | 88.92 | 88.88 | 89.82 | 90.51 | 90.28 | 88.33 | 88.67 | 90.86 | 87.46 | 88.35 | 88.98 | 88.13 | 89.33 | 88.57 | 87.69 | 88.54 | 88.00 | 89.08 | 89.69 | 86.48 | 87.50 |
| 530 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.71 | 88.05 | 90.24 | 88.51 | 89.35 | 86.25 | 90.57 | 88.83 | 88.16 | 87.98 | 85.86 | 89.08 | 88.66 | 86.12 | 88.57 | 89.47 | 89.84 | 89.69 | 90.22 | 89.21 | 89.14 | 87.84 | 90.07 | 85.31 | 88.69 | 89.45 |
| 531 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.20 | 87.21 | 90.48 | 88.56 | 88.65 | 88.94 | 89.03 | 89.85 | 88.64 | 87.78 | 86.97 | 89.38 | 87.96 | 88.06 | 87.33 | 90.51 | 87.13 | 87.37 | 89.84 | 89.33 | 89.65 | 89.74 | 84.72 | 87.08 | 88.32 | 85.87 |
| 560 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.19 | 89.89 | 88.29 | 89.95 | 89.25 | 86.61 | 88.96 | 86.46 | 89.44 | 87.00 | 89.38 | 89.86 | 87.32 | 88.06 | 87.97 | 87.70 | 87.01 | 88.28 | 88.19 | 89.55 | 87.46 | 88.16 | 88.89 | 87.01 | 87.50 | 86.49 |
| 561 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.88 | 88.04 | 89.47 | 86.70 | 85.99 | 87.47 | 86.86 | 88.37 | 86.33 | 88.12 | 87.62 | 88.52 | 88.66 | 89.25 | 87.16 | 88.07 | 89.13 | 90.04 | 89.41 | 88.59 | 87.21 | 87.63 | 90.12 | 87.20 | 87.60 | 89.05 |
| 562 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.68 | 86.01 | 87.05 | 87.59 | 85.92 | 87.53 | 88.01 | 88.28 | 88.51 | 87.35 | 90.08 | 89.10 | 89.22 | 86.64 | 89.80 | 89.17 | 89.86 | 89.60 | 89.78 | 88.31 | 85.78 | 78.97 | 88.77 | 86.28 | 89.51 | 88.86 |
| 563 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.24 | 89.13 | 88.69 | 88.25 | 87.97 | 89.03 | 89.02 | 87.75 | 89.76 | 89.20 | 87.90 | 88.48 | 89.73 | 89.72 | 90.01 | 89.10 | 87.49 | 90.12 | 90.03 | 88.71 | 87.30 | 87.82 | 89.97 | 86.07 | 88.04 | 88.39 |
| 592 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.20 | 88.52 | 90.37 | 87.36 | 89.23 | 87.07 | 88.58 | 87.90 | 89.21 | 89.86 | 89.78 | 86.85 | 86.00 | 87.67 | 86.88 | 90.36 | 89.22 | 86.51 | 87.82 | 88.89 | 88.16 | 88.11 | 91.25 | 87.88 | 88.44 | 87.99 |
| 593 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.57 | 86.73 | 89.34 | 86.31 | 90.24 | 86.45 | 87.62 | 86.25 | 88.36 | 88.72 | 88.56 | 85.11 | 88.25 | 90.32 | 89.13 | 88.72 | 88.06 | 88.26 | 90.30 | 86.17 | 88.86 | 85.70 | 89.22 | 87.70 | 87.37 | 85.70 |
| 594 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.32 | 86.93 | 88.34 | 88.67 | 86.85 | 87.11 | 88.86 | 88.33 | 90.47 | 87.61 | 88.55 | 86.35 | 86.27 | 87.09 | 86.30 | 90.01 | 88.54 | 87.68 | 89.43 | 88.34 | 87.90 | 88.79 | 88.62 | 88.85 | 89.23 | 86.20 |
| 595 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.44 | 85.29 | 86.95 | 88.12 | 88.88 | 87.85 | 89.15 | 88.28 | 87.52 | 90.25 | 87.49 | 87.73 | 87.28 | 88.53 | 88.55 | 88.57 | 88.72 | 89.93 | 88.34 | 87.44 | 89.99 | 86.33 | 90.32 | 88.42 | 86.26 | 86.47 |
| 624 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.45 | 90.07 | 89.96 | 86.78 | 89.37 | 88.36 | 89.25 | 89.31 | 87.62 | 89.96 | 89.02 | 86.09 | 87.72 | 88.49 | 88.01 | 88.61 | 89.70 | 88.19 | 89.64 | 89.42 | 89.05 | 88.81 | 89.47 | 89.21 | 90.07 | 85.67 |
| 625 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.87 | 87.13 | 89.59 | 88.62 | 89.88 | 90.09 | 88.53 | 88.23 | 89.09 | 88.66 | 90.17 | 88.57 | 90.17 | 90.50 | 88.02 | 88.78 | 88.57 | 89.78 | 90.81 | 89.39 | 89.04 | 89.46 | 89.77 | 87.46 | 90.70 | 88.50 |
| 626 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.70 | 88.22 | 88.17 | 88.09 | 89.62 | 89.38 | 88.63 | 88.27 | 89.30 | 88.48 | 90.04 | 86.94 | 91.33 | 88.73 | 87.89 | 88.82 | 89.67 | 87.69 | 89.57 | 89.26 | 88.90 | 86.97 | 91.55 | 86.34 | 88.85 | 86.55 |
| 627 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.01 | 89.83 | 90.84 | 88.58 | 88.95 | 88.28 | 88.18 | 88.20 | 89.87 | 89.78 | 89.43 | 87.98 | 87.88 | 88.32 | 87.52 | 88.77 | 89.39 | 85.85 | 91.08 | 87.79 | 89.11 | 90.07 | 90.75 | 87.26 | 87.86 | 84.88 |
| 656 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.28 | 90.29 | 88.94 | 88.13 | 89.51 | 89.06 | 89.04 | 90.16 | 91.51 | 89.50 | 90.08 | 89.61 | 88.13 | 90.19 | 90.01 | 90.06 | 90.13 | 90.47 | 88.70 | 87.94 | 88.38 | 87.59 | 90.58 | 88.52 | 87.04 | 89.76 |
| 657 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.79 | 90.62 | 91.29 | 89.35 | 89.92 | 90.43 | 87.93 | 89.75 | 87.97 | 89.74 | 89.25 | 88.38 | 88.15 | 90.40 | 88.67 | 90.08 | 90.68 | 90.09 | 89.96 | 82.87 | 88.96 | 89.19 | 90.86 | 89.94 | 90.17 | 87.94 |
| 658 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.60 | 88.09 | 89.96 | 89.63 | 87.85 | 87.75 | 89.66 | 90.59 | 84.93 | 90.78 | 87.77 | 87.91 | 89.80 | 90.74 | 88.40 | 88.98 | 90.28 | 89.48 | 91.06 | 88.95 | 89.21 | 87.94 | 90.03 | 87.97 | 89.86 | 87.51 |
| 659 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.61 | 90.02 | 90.10 | 89.09 | 89.31 | 86.46 | 87.57 | 88.02 | 90.24 | 89.70 | 89.62 | 88.13 | 90.50 | 90.44 | 88.48 | 89.28 | 90.40 | 89.90 | 91.89 | 90.07 | 88.41 | 88.65 | 91.38 | 88.10 | 90.77 | 89.23 |
| 688 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.45 | 89.06 | 88.38 | 88.11 | 89.35 | 88.11 | 87.41 | 89.17 | 87.44 | 89.42 | 87.21 | 88.66 | 89.36 | 90.53 | 88.01 | 89.51 | 89.33 | 90.38 | 89.16 | 88.79 | 87.83 | 88.70 | 89.40 | 86.54 | 87.56 | 85.19 |
| 689 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.11 | 88.98 | 86.66 | 87.50 | 88.58 | 87.26 | 88.07 | 89.85 | 87.80 | 89.85 | 87.97 | 86.99 | 88.75 | 89.07 | 87.31 | 89.30 | 89.20 | 86.38 | 89.90 | 88.64 | 88.40 | 88.75 | 89.74 | 87.79 | 89.54 | 89.24 |
| 690 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.06 | 87.54 | 88.05 | 87.71 | 88.96 | 85.94 | 84.48 | 89.20 | 89.95 | 88.14 | 87.48 | 86.57 | 86.25 | 90.00 | 87.61 | 89.76 | 89.29 | 89.03 | 89.31 | 88.45 | 89.26 | 88.02 | 88.10 | 86.02 | 88.93 | 83.77 |
| 691 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.73 | 88.79 | 87.83 | 89.16 | 87.61 | 87.23 | 89.09 | 89.32 | 89.35 | 90.33 | 88.28 | 86.14 | 87.61 | 88.88 | 87.59 | 90.25 | 88.81 | 89.32 | 87.79 | 89.77 | 88.82 | 88.23 | 87.11 | 88.29 | 88.14 | 86.70 |
| 720 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.47 | 87.23 | 89.75 | 88.19 | 88.78 | 88.16 | 89.37 | 89.54 | 91.63 | 89.36 | 89.71 | 88.65 | 88.87 | 89.53 | 87.74 | 88.86 | 88.60 | 89.00 | 89.59 | 90.93 | 88.57 | 88.33 | 89.86 | 88.82 | 89.78 | 86.81 |
| 721 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.35 | 88.15 | 90.06 | 88.06 | 87.92 | 89.26 | 85.91 | 87.53 | 89.88 | 88.19 | 86.36 | 88.40 | 89.14 | 89.66 | 89.61 | 92.82 | 88.18 | 89.95 | 90.58 | 88.21 | 88.70 | 87.66 | 88.19 | 90.71 | 88.57 | 88.55 |
| 722 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.82 | 88.90 | 89.57 | 86.41 | 88.93 | 90.93 | 89.46 | 88.38 | 89.84 | 89.70 | 88.64 | 89.58 | 89.02 | 89.45 | 88.62 | 88.83 | 87.83 | 88.76 | 91.14 | 89.56 | 89.16 | 88.70 | 89.35 | 87.68 | 91.12 | 86.93 |
| 723 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.34 | 88.50 | 89.54 | 84.45 | 89.25 | 88.83 | 88.29 | 90.62 | 89.81 | 90.42 | 91.61 | 89.11 | 89.61 | 88.91 | 88.28 | 89.14 | 89.06 | 89.11 | 89.86 | 85.95 | 89.02 | 85.87 | 92.43 | 89.47 | 88.18 | 88.24 |
| 752 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.90 | 89.57 | 87.96 | 88.31 | 88.84 | 85.88 | 88.23 | 89.93 | 88.30 | 88.84 | 88.64 | 90.17 | 90.00 | 90.56 | 89.17 | 90.06 | 89.81 | 91.55 | 90.81 | 89.47 | 87.35 | 89.15 | 90.84 | 89.44 | 89.34 | 86.57 |
| 753 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.39 | 88.99 | 90.11 | 89.58 | 84.93 | 87.83 | 89.77 | 88.77 | 88.32 | 90.40 | 89.13 | 88.61 | 89.36 | 91.37 | 89.36 | 85.18 | 88.33 | 89.29 | 89.59 | 88.96 | 89.30 | 88.69 | 87.30 | 88.47 | 87.36 | 87.73 |
| 754 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.36 | 88.92 | 89.96 | 88.70 | 87.96 | 88.46 | 89.34 | 88.06 | 91.11 | 89.38 | 85.49 | 87.14 | 89.99 | 89.17 | 88.07 | 90.33 | 91.30 | 87.36 | 88.66 | 90.43 | 88.14 | 88.85 | 91.88 | 90.18 | 89.60 | 88.41 |
| 755 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.94 | 88.54 | 89.38 | 89.08 | 89.09 | 85.71 | 87.57 | 89.60 | 89.67 | 89.08 | 88.85 | 89.31 | 89.01 | 89.03 | 88.30 | 90.64 | 89.48 | 91.87 | 91.32 | 88.77 | 88.31 | 87.72 | 89.67 | 87.25 | 88.71 | 85.30 |
| 784 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.70 | 87.75 | 90.12 | 88.38 | 88.14 | 87.18 | 86.59 | 86.89 | 88.53 | 89.31 | 89.96 | 87.97 | 87.81 | 88.47 | 87.82 | 89.62 | 88.42 | 90.33 | 88.25 | 86.32 | 88.71 | 88.65 | 89.95 | 89.23 | 87.14 | 87.06 |
| 785 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.44 | 88.06 | 89.62 | 87.06 | 88.12 | 88.09 | 88.95 | 89.72 | 88.26 | 88.93 | 89.04 | 87.26 | 89.50 | 89.00 | 86.24 | 89.34 | 86.64 | 89.38 | 89.43 | 87.25 | 89.85 | 85.93 | 88.32 | 86.77 | 88.52 | 86.28 |
| 786 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.40 | 85.78 | 89.34 | 88.51 | 85.26 | 86.94 | 87.78 | 87.51 | 88.25 | 87.56 | 88.16 | 89.70 | 87.75 | 85.79 | 86.83 | 88.07 | 88.31 | 88.01 | 89.78 | 88.24 | 85.91 | 87.08 | 86.64 | 87.92 | 87.60 | 84.69 |
| 787 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.33 | 88.25 | 87.86 | 87.03 | 86.92 | 87.79 | 89.18 | 88.85 | 89.65 | 88.33 | 87.75 | 86.25 | 84.70 | 87.29 | 88.10 | 89.62 | 87.30 | 90.47 | 90.09 | 88.73 | 88.16 | 86.95 | 89.27 | 87.00 | 85.37 | 87.35 |
| 816 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.19 | 89.24 | 89.18 | 88.23 | 89.39 | 90.65 | 89.78 | 87.84 | 90.52 | 89.12 | 89.32 | 87.92 | 89.22 | 89.74 | 86.31 | 88.89 | 88.01 | 90.78 | 90.13 | 89.68 | 88.55 | 85.02 | 91.00 | 87.88 | 84.36 | 87.12 |
| 817 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.27 | 86.99 | 90.07 | 88.12 | 89.20 | 84.26 | 89.42 | 89.52 | 88.64 | 88.61 | 89.36 | 88.83 | 88.44 | 88.93 | 88.84 | 87.39 | 87.69 | 89.01 | 86.65 | 90.11 | 89.51 | 86.84 | 88.26 | 87.25 | 88.72 | 89.24 |
| 818 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.31 | 90.34 | 89.26 | 88.13 | 86.28 | 85.98 | 90.50 | 88.35 | 88.93 | 86.77 | 87.35 | 86.14 | 89.53 | 90.02 | 89.17 | 89.44 | 88.31 | 90.54 | 90.18 | 86.95 | 88.96 | 87.24 | 88.44 | 87.83 | 87.58 | 87.03 |
| 819 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.57 | 88.31 | 87.28 | 88.71 | 86.59 | 89.99 | 87.31 | 87.75 | 87.94 | 88.56 | 87.29 | 88.14 | 89.89 | 90.85 | 88.41 | 90.18 | 87.79 | 88.23 | 88.40 | 89.84 | 89.55 | 87.82 | 89.82 | 88.60 | 87.63 | 87.78 |
| 848 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.76 | 85.78 | 89.80 | 88.93 | 88.86 | 89.22 | 90.58 | 89.33 | 90.19 | 89.23 | 90.03 | 88.27 | 89.43 | 89.37 | 88.57 | 88.81 | 89.66 | 91.09 | 90.68 | 88.07 | 88.64 | 87.51 | 89.29 | 88.87 | 90.21 | 89.01 |
| 849 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.26 | 89.84 | 89.64 | 87.73 | 87.43 | 86.78 | 90.13 | 88.60 | 88.93 | 89.10 | 88.35 | 87.84 | 90.73 | 89.49 | 86.33 | 89.73 | 89.90 | 88.87 | 89.72 | 88.53 | 87.92 | 88.58 | 89.60 | 86.46 | 87.44 | 87.25 |
| 850 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.61 | 86.55 | 88.67 | 88.65 | 87.87 | 88.63 | 87.23 | 88.72 | 87.95 | 90.39 | 89.03 | 87.62 | 88.56 | 87.02 | 86.27 | 88.27 | 89.69 | 89.36 | 90.19 | 89.06 | 87.76 | 86.46 | 89.92 | 88.94 | 88.15 | 87.36 |
| 851 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.72 | 89.49 | 87.13 | 88.07 | 88.55 | 88.15 | 88.93 | 87.73 | 89.35 | 89.83 | 89.99 | 87.91 | 88.48 | 90.67 | 87.43 | 90.74 | 90.25 | 89.50 | 90.42 | 88.29 | 89.22 | 89.94 | 87.41 | 89.66 | 89.00 | 87.04 |
| 880 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.84 | 86.92 | 88.95 | 88.52 | 86.53 | 87.99 | 88.11 | 87.86 | 89.60 | 87.81 | 89.18 | 87.45 | 90.17 | 89.67 | 86.04 | 89.22 | 88.06 | 90.88 | 89.78 | 89.37 | 90.73 | 86.73 | 90.60 | 88.08 | 87.85 | 88.97 |
| 881 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.57 | 86.63 | 87.74 | 85.66 | 87.83 | 88.41 | 89.31 | 88.08 | 87.89 | 88.64 | 88.12 | 90.52 | 89.08 | 89.35 | 86.96 | 89.34 | 89.17 | 88.34 | 88.83 | 86.75 | 90.02 | 87.49 | 88.88 | 88.38 | 89.83 | 88.57 |
| 882 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.98 | 87.65 | 86.88 | 86.26 | 88.20 | 88.07 | 88.79 | 89.57 | 90.01 | 88.93 | 89.73 | 89.50 | 88.69 | 89.06 | 88.75 | 90.05 | 87.74 | 89.12 | 88.07 | 87.41 | 88.55 | 86.03 | 88.38 | 88.08 | 88.66 | 87.60 |
| 883 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.58 | 87.65 | 87.84 | 89.80 | 89.47 | 87.52 | 88.30 | 88.82 | 89.85 | 89.33 | 90.41 | 87.90 | 90.68 | 87.56 | 87.87 | 90.15 | 89.39 | 87.77 | 88.91 | 89.07 | 90.54 | 88.55 | 89.90 | 88.98 | 88.70 | 86.90 |
| 912 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.40 | 88.53 | 91.19 | 88.12 | 86.69 | 87.89 | 86.21 | 88.49 | 88.48 | 90.28 | 89.97 | 87.94 | 88.25 | 89.88 | 87.44 | 90.34 | 89.79 | 91.19 | 90.72 | 88.95 | 89.15 | 89.23 | 90.08 | 88.25 | 87.90 | 88.94 |
| 913 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.74 | 87.47 | 90.15 | 89.38 | 91.13 | 90.24 | 88.88 | 89.10 | 87.65 | 90.15 | 89.70 | 88.30 | 88.84 | 90.42 | 90.11 | 90.56 | 89.14 | 89.36 | 90.13 | 90.06 | 87.48 | 87.76 | 91.81 | 89.30 | 88.09 | 88.79 |
| 914 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.21 | 89.95 | 89.94 | 88.13 | 90.51 | 87.95 | 90.19 | 87.24 | 90.51 | 88.71 | 89.19 | 89.32 | 89.68 | 90.88 | 88.77 | 90.12 | 90.03 | 89.75 | 88.26 | 88.69 | 88.02 | 88.24 | 91.23 | 88.20 | 87.99 | 86.70 |
| 915 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.13 | 88.83 | 89.04 | 88.28 | 86.94 | 88.30 | 88.74 | 89.85 | 90.40 | 87.27 | 89.25 | 88.39 | 90.81 | 89.54 | 89.79 | 90.80 | 87.50 | 90.02 | 89.72 | 89.87 | 90.45 | 87.96 | 90.81 | 86.23 | 90.25 | 85.74 |
| 944 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.35 | 88.61 | 90.41 | 87.00 | 89.31 | 88.14 | 88.66 | 89.16 | 89.24 | 89.28 | 89.07 | 88.76 | 89.28 | 89.38 | 88.20 | 90.35 | 89.70 | 89.52 | 90.95 | 88.52 | 89.19 | 89.03 | 90.60 | 87.58 | 88.72 | 89.21 |
| 945 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.55 | 90.75 | 90.55 | 87.72 | 90.46 | 89.23 | 89.08 | 89.98 | 89.73 | 87.48 | 90.38 | 87.61 | 88.64 | 88.30 | 86.73 | 90.01 | 89.97 | 90.46 | 90.84 | 89.74 | 88.06 | 88.92 | 90.38 | 88.45 | 88.53 | 86.56 |
| 946 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.69 | 89.06 | 89.62 | 89.70 | 89.26 | 88.94 | 90.71 | 88.22 | 89.19 | 89.50 | 89.85 | 88.96 | 89.86 | 87.82 | 88.19 | 90.82 | 89.77 | 89.42 | 88.38 | 89.65 | 89.88 | 88.28 | 90.05 | 89.80 | 88.24 | 87.61 |
| 947 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.78 | 89.42 | 88.84 | 89.57 | 88.56 | 90.47 | 89.80 | 89.71 | 89.68 | 89.16 | 89.52 | 90.39 | 90.51 | 91.62 | 88.75 | 88.64 | 90.13 | 90.75 | 90.48 | 88.14 | 90.41 | 90.31 | 90.45 | 88.61 | 90.32 | 87.58 |
| 976 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.49 | 88.04 | 88.15 | 88.79 | 88.79 | 86.72 | 87.82 | 88.98 | 89.49 | 87.73 | 90.73 | 84.98 | 89.10 | 86.97 | 87.28 | 88.77 | 90.10 | 87.11 | 88.96 | 88.71 | 87.34 | 86.97 | 88.40 | 86.75 | 87.82 | 85.20 |
| 977 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.43 | 87.12 | 88.49 | 87.87 | 86.93 | 88.25 | 88.03 | 88.75 | 89.58 | 89.35 | 89.23 | 88.91 | 90.02 | 88.53 | 87.59 | 87.78 | 88.00 | 88.79 | 90.95 | 86.99 | 88.86 | 88.73 | 89.36 | 84.85 | 87.28 | 88.38 |
| 978 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 85.11 | 87.41 | 86.81 | 89.41 | 89.30 | 88.19 | 89.02 | 88.74 | 88.45 | 87.31 | 83.58 | 87.02 | 88.42 | 88.16 | 87.43 | 88.93 | 89.63 | 90.41 | 88.81 | 87.87 | 88.43 | 88.71 | 89.49 | 87.08 | 85.54 | 85.04 |
| 979 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.70 | 90.12 | 88.85 | 87.61 | 87.04 | 88.20 | 88.46 | 87.71 | 87.65 | 87.77 | 88.58 | 87.26 | 88.33 | 86.98 | 89.22 | 90.62 | 89.83 | 87.87 | 88.20 | 87.30 | 88.48 | 87.70 | 88.06 | 88.22 | 86.10 | 84.83 |
| 1008 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.29 | 88.67 | 89.59 | 87.27 | 87.89 | 86.50 | 92.39 | 89.47 | 92.71 | 90.45 | 87.11 | 88.15 | 89.49 | 90.42 | 85.76 | 88.67 | 89.34 | 90.02 | 90.79 | 87.49 | 88.73 | 88.32 | 90.08 | 87.99 | 86.48 | 88.22 |
| 1009 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.14 | 90.17 | 89.99 | 90.16 | 88.10 | 88.62 | 90.24 | 89.85 | 88.88 | 88.38 | 90.27 | 90.55 | 88.68 | 86.27 | 86.53 | 90.97 | 89.53 | 88.11 | 88.46 | 89.77 | 88.39 | 86.96 | 88.51 | 86.48 | 87.91 | 88.54 |
| 1010 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.03 | 87.91 | 90.88 | 88.16 | 88.36 | 88.81 | 90.44 | 90.43 | 91.12 | 90.27 | 90.62 | 87.10 | 90.12 | 88.52 | 88.65 | 90.76 | 88.71 | 89.72 | 90.28 | 88.53 | 91.24 | 90.28 | 92.07 | 87.22 | 89.09 | 88.13 |
| 1011 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.53 | 87.88 | 89.73 | 88.81 | 91.42 | 86.84 | 89.22 | 89.22 | 88.30 | 88.47 | 85.88 | 88.41 | 89.52 | 90.15 | 87.68 | 90.10 | 87.90 | 90.28 | 90.20 | 89.35 | 88.58 | 89.02 | 89.54 | 87.12 | 89.26 | 87.81 |
| 1040 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.39 | 88.64 | 88.95 | 88.54 | 87.96 | 89.67 | 88.96 | 89.69 | 88.86 | 90.15 | 88.32 | 87.86 | 89.00 | 89.71 | 88.22 | 89.21 | 88.87 | 89.03 | 90.17 | 89.40 | 89.72 | 91.00 | 90.97 | 88.92 | 87.49 | 88.75 |
| 1041 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.99 | 90.14 | 91.01 | 86.59 | 90.02 | 87.25 | 88.96 | 88.46 | 88.71 | 89.95 | 88.62 | 89.41 | 88.10 | 90.27 | 88.43 | 90.80 | 88.81 | 87.40 | 90.26 | 90.86 | 89.59 | 89.23 | 89.92 | 88.08 | 89.29 | 89.18 |
| 1042 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.35 | 87.99 | 88.88 | 89.76 | 87.93 | 89.35 | 90.03 | 89.55 | 89.35 | 89.20 | 87.03 | 87.75 | 88.44 | 89.75 | 87.78 | 90.67 | 90.14 | 89.33 | 89.93 | 89.17 | 89.15 | 87.82 | 90.83 | 88.21 | 89.33 | 88.99 |
| 1043 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.40 | 90.19 | 91.57 | 88.70 | 89.20 | 89.25 | 90.99 | 89.29 | 88.37 | 90.39 | 87.98 | 87.93 | 89.89 | 88.87 | 88.58 | 88.69 | 89.89 | 90.25 | 89.51 | 87.26 | 90.54 | 89.14 | 91.45 | 88.86 | 87.97 | 88.75 |
| 1072 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.48 | 90.50 | 90.38 | 86.27 | 87.68 | 87.68 | 90.68 | 88.48 | 85.87 | 89.28 | 88.91 | 86.75 | 87.15 | 86.78 | 88.71 | 89.71 | 86.46 | 88.73 | 88.38 | 89.16 | 88.12 | 85.76 | 87.67 | 87.71 | 89.07 | 87.88 |
| 1073 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.16 | 89.17 | 89.43 | 86.90 | 88.16 | 86.06 | 89.91 | 87.63 | 88.83 | 88.79 | 87.04 | 86.54 | 87.83 | 88.58 | 86.06 | 89.33 | 87.96 | 89.74 | 87.32 | 86.93 | 87.68 | 86.77 | 88.09 | 88.21 | 84.77 | 87.48 |
| 1074 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.76 | 88.67 | 87.62 | 87.09 | 87.85 | 88.24 | 84.45 | 86.96 | 88.23 | 88.73 | 86.50 | 87.76 | 90.46 | 90.30 | 87.39 | 89.62 | 89.21 | 88.17 | 89.15 | 88.36 | 88.09 | 85.67 | 89.69 | 87.42 | 88.04 | 89.72 |
| 1075 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.20 | 86.65 | 88.29 | 88.22 | 87.46 | 87.80 | 88.14 | 88.02 | 88.88 | 88.10 | 88.01 | 88.28 | 88.28 | 87.63 | 87.39 | 90.67 | 88.37 | 88.45 | 86.67 | 89.00 | 88.25 | 85.91 | 88.31 | 86.88 | 88.43 | 85.73 |
| 1104 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.67 | 87.89 | 89.93 | 86.67 | 88.49 | 85.56 | 87.54 | 87.97 | 87.21 | 88.45 | 87.94 | 89.37 | 89.08 | 90.39 | 86.96 | 87.42 | 88.10 | 87.71 | 89.40 | 89.67 | 88.69 | 87.84 | 89.52 | 86.22 | 88.15 | 88.93 |
| 1105 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.27 | 89.51 | 89.14 | 88.74 | 87.72 | 86.52 | 90.21 | 87.78 | 88.59 | 90.60 | 89.60 | 87.73 | 88.58 | 90.34 | 89.70 | 89.02 | 89.87 | 89.50 | 90.22 | 90.30 | 85.96 | 89.29 | 89.10 | 88.37 | 89.28 | 86.22 |
| 1106 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.29 | 87.40 | 89.51 | 88.53 | 88.35 | 89.02 | 88.75 | 90.59 | 90.21 | 90.18 | 87.76 | 89.33 | 89.22 | 88.92 | 88.60 | 88.89 | 90.53 | 87.74 | 90.63 | 89.29 | 89.17 | 86.69 | 89.71 | 88.82 | 89.94 | 87.35 |
| 1107 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.10 | 89.47 | 89.87 | 88.76 | 89.21 | 87.99 | 87.28 | 89.48 | 88.27 | 88.62 | 90.20 | 85.42 | 91.25 | 90.06 | 87.95 | 88.19 | 89.63 | 89.39 | 90.36 | 89.37 | 88.26 | 88.87 | 89.18 | 87.98 | 89.95 | 84.50 |
| 1136 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.77 | 87.90 | 91.36 | 86.64 | 89.38 | 88.09 | 90.19 | 86.85 | 87.08 | 90.58 | 88.71 | 88.39 | 90.54 | 87.17 | 87.12 | 90.05 | 88.21 | 89.12 | 87.34 | 90.74 | 88.34 | 87.09 | 90.85 | 87.42 | 88.88 | 87.22 |
| 1137 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.26 | 86.76 | 89.77 | 88.77 | 88.15 | 87.58 | 90.09 | 88.26 | 90.03 | 88.80 | 90.07 | 88.04 | 90.39 | 89.45 | 87.64 | 90.07 | 89.31 | 89.79 | 88.99 | 89.65 | 84.01 | 88.54 | 86.65 | 88.48 | 88.27 | 88.41 |
| 1138 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.95 | 86.61 | 90.80 | 87.41 | 88.32 | 89.23 | 88.74 | 89.17 | 90.79 | 87.98 | 88.56 | 89.84 | 87.38 | 89.19 | 86.91 | 88.76 | 88.83 | 89.24 | 90.43 | 89.13 | 88.78 | 88.76 | 89.69 | 88.99 | 88.29 | 88.39 |
| 1139 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.29 | 89.10 | 90.92 | 89.55 | 88.12 | 89.40 | 89.25 | 88.77 | 90.52 | 89.79 | 89.28 | 90.55 | 88.43 | 87.14 | 88.27 | 87.93 | 87.50 | 90.29 | 87.52 | 89.60 | 87.78 | 87.95 | 90.87 | 89.70 | 88.85 | 85.56 |
The global mean maximum row:
| mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | average_map | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 883 | 87.03 | 85.74 | 86.31 | 88.14 | 88.44 | 87.34 | 86.72 | 85.86 | 87.09 | 87.04 | 88.02 | 88.18 | 89.20 | 86.97 | 86.17 | 87.71 | 86.98 | 87.52 | 88.96 | 89.04 | 88.51 | 86.18 | 88.05 | 87.49 | 86.42 | 86.96 | 87.387308 |
| 592 | 88.11 | 86.68 | 88.10 | 87.25 | 87.14 | 86.19 | 86.88 | 89.01 | 87.91 | 87.05 | 88.29 | 88.43 | 86.46 | 86.81 | 85.83 | 88.53 | 86.71 | 88.51 | 87.30 | 88.15 | 85.29 | 85.67 | 88.37 | 86.07 | 87.74 | 86.81 | 87.280385 |
| 624 | 88.19 | 87.81 | 86.57 | 85.48 | 87.44 | 86.69 | 89.85 | 88.09 | 88.40 | 87.14 | 87.13 | 86.75 | 87.82 | 87.41 | 87.26 | 86.59 | 87.47 | 87.22 | 88.21 | 89.05 | 85.09 | 86.20 | 85.96 | 86.96 | 87.73 | 86.19 | 87.257692 |
| 881 | 87.58 | 87.90 | 86.75 | 85.01 | 86.32 | 87.91 | 87.62 | 87.69 | 86.67 | 86.81 | 87.91 | 87.64 | 89.35 | 87.11 | 86.12 | 87.43 | 88.17 | 88.36 | 88.41 | 87.68 | 86.93 | 84.85 | 86.93 | 85.30 | 88.61 | 86.98 | 87.232308 |
| 593 | 87.31 | 87.24 | 86.32 | 86.82 | 87.30 | 88.60 | 86.38 | 87.22 | 88.31 | 87.53 | 88.59 | 86.83 | 88.90 | 87.54 | 87.34 | 87.63 | 86.33 | 87.78 | 88.62 | 88.31 | 88.00 | 83.90 | 86.76 | 86.99 | 86.24 | 84.36 | 87.198077 |
| 657 | 87.87 | 86.71 | 87.15 | 87.04 | 87.18 | 87.71 | 87.65 | 87.19 | 85.55 | 87.89 | 88.03 | 87.68 | 87.59 | 88.49 | 87.19 | 87.96 | 87.38 | 89.31 | 87.39 | 86.06 | 85.54 | 85.56 | 86.56 | 85.50 | 86.37 | 87.60 | 87.159615 |
| 689 | 87.69 | 86.55 | 85.11 | 87.53 | 85.90 | 86.48 | 88.16 | 88.59 | 87.27 | 86.89 | 87.42 | 87.53 | 88.23 | 87.24 | 86.07 | 87.54 | 86.27 | 86.80 | 88.77 | 87.97 | 87.15 | 86.99 | 87.81 | 86.44 | 87.38 | 86.00 | 87.145385 |
| 947 | 87.48 | 86.07 | 85.76 | 85.72 | 86.29 | 89.30 | 87.93 | 86.59 | 87.62 | 87.37 | 87.15 | 89.02 | 88.61 | 87.32 | 86.79 | 87.89 | 86.52 | 88.57 | 87.44 | 87.61 | 86.58 | 88.28 | 86.20 | 85.28 | 85.51 | 86.01 | 87.111923 |
| 882 | 86.34 | 86.52 | 86.58 | 86.27 | 86.88 | 88.36 | 86.93 | 87.22 | 87.30 | 86.88 | 87.64 | 88.50 | 87.42 | 85.83 | 86.91 | 89.11 | 86.93 | 88.08 | 87.77 | 87.99 | 86.10 | 84.53 | 87.63 | 86.37 | 87.65 | 85.89 | 87.062692 |
| 914 | 85.54 | 86.77 | 86.03 | 87.40 | 86.91 | 85.50 | 87.86 | 88.37 | 88.03 | 86.60 | 86.93 | 88.26 | 88.56 | 88.31 | 86.49 | 89.19 | 86.94 | 87.22 | 87.91 | 88.56 | 85.37 | 86.52 | 88.39 | 84.51 | 85.75 | 85.65 | 87.060385 |
Model performance on validation data (Mann-Whitney U Test)
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 880 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.90 | 87.01 | 84.82 | 87.54 | 86.54 | 88.94 | 86.61 | 87.27 | 87.86 | 87.57 | 88.45 | 86.24 | 87.20 | 87.22 | 85.53 | 88.52 | 86.33 | 88.92 | 88.32 | 86.94 | 87.06 | 85.67 | 86.72 | 86.06 | 85.21 | 86.48 |
| 881 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.58 | 87.90 | 86.75 | 85.01 | 86.32 | 87.91 | 87.62 | 87.69 | 86.67 | 86.81 | 87.91 | 87.64 | 89.35 | 87.11 | 86.12 | 87.43 | 88.17 | 88.36 | 88.41 | 87.68 | 86.93 | 84.85 | 86.93 | 85.30 | 88.61 | 86.98 |
| 882 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.34 | 86.52 | 86.58 | 86.27 | 86.88 | 88.36 | 86.93 | 87.22 | 87.30 | 86.88 | 87.64 | 88.50 | 87.42 | 85.83 | 86.91 | 89.11 | 86.93 | 88.08 | 87.77 | 87.99 | 86.10 | 84.53 | 87.63 | 86.37 | 87.65 | 85.89 |
| 883 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.03 | 85.74 | 86.31 | 88.14 | 88.44 | 87.34 | 86.72 | 85.86 | 87.09 | 87.04 | 88.02 | 88.18 | 89.20 | 86.97 | 86.17 | 87.71 | 86.98 | 87.52 | 88.96 | 89.04 | 88.51 | 86.18 | 88.05 | 87.49 | 86.42 | 86.96 |
| 976 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 85.76 | 86.03 | 85.94 | 86.93 | 87.32 | 87.98 | 87.93 | 88.46 | 88.30 | 86.81 | 87.92 | 86.68 | 87.85 | 86.32 | 86.29 | 87.83 | 87.46 | 87.86 | 87.25 | 88.70 | 86.71 | 86.24 | 86.50 | 84.69 | 85.44 | 84.92 |
| 979 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.12 | 87.34 | 86.84 | 87.43 | 85.75 | 86.86 | 86.07 | 86.77 | 87.35 | 85.67 | 88.07 | 88.97 | 88.43 | 86.77 | 87.36 | 87.52 | 88.54 | 87.45 | 87.19 | 87.80 | 85.28 | 84.32 | 86.87 | 85.70 | 86.02 | 85.47 |
| 592 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.11 | 86.68 | 88.10 | 87.25 | 87.14 | 86.19 | 86.88 | 89.01 | 87.91 | 87.05 | 88.29 | 88.43 | 86.46 | 86.81 | 85.83 | 88.53 | 86.71 | 88.51 | 87.30 | 88.15 | 85.29 | 85.67 | 88.37 | 86.07 | 87.74 | 86.81 |
| 593 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.31 | 87.24 | 86.32 | 86.82 | 87.30 | 88.60 | 86.38 | 87.22 | 88.31 | 87.53 | 88.59 | 86.83 | 88.90 | 87.54 | 87.34 | 87.63 | 86.33 | 87.78 | 88.62 | 88.31 | 88.00 | 83.90 | 86.76 | 86.99 | 86.24 | 84.36 |
| 594 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.16 | 87.56 | 85.99 | 86.44 | 85.41 | 87.38 | 86.60 | 87.11 | 86.34 | 88.31 | 87.94 | 88.07 | 87.28 | 86.45 | 87.18 | 89.80 | 87.06 | 87.62 | 88.36 | 88.12 | 84.70 | 87.20 | 86.36 | 85.98 | 86.46 | 86.75 |
| 689 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.69 | 86.55 | 85.11 | 87.53 | 85.90 | 86.48 | 88.16 | 88.59 | 87.27 | 86.89 | 87.42 | 87.53 | 88.23 | 87.24 | 86.07 | 87.54 | 86.27 | 86.80 | 88.77 | 87.97 | 87.15 | 86.99 | 87.81 | 86.44 | 87.38 | 86.00 |
| 784 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.87 | 87.54 | 87.25 | 84.24 | 85.49 | 87.52 | 86.09 | 86.51 | 86.55 | 87.66 | 87.91 | 87.02 | 87.07 | 87.74 | 85.33 | 89.16 | 86.85 | 88.49 | 88.25 | 87.84 | 87.23 | 85.89 | 86.84 | 86.52 | 84.64 | 84.82 |
| 912 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.21 | 87.78 | 86.58 | 85.41 | 85.85 | 87.43 | 85.81 | 87.56 | 87.16 | 88.23 | 88.57 | 88.08 | 87.89 | 87.11 | 87.41 | 88.41 | 86.35 | 88.08 | 88.53 | 88.70 | 87.09 | 85.56 | 85.44 | 85.60 | 86.69 | 86.75 |
| 913 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.00 | 86.83 | 85.83 | 86.10 | 86.37 | 88.36 | 86.65 | 87.71 | 85.47 | 87.63 | 88.53 | 87.86 | 87.87 | 87.51 | 87.82 | 87.98 | 86.10 | 87.14 | 87.72 | 88.43 | 84.69 | 84.31 | 86.96 | 85.88 | 84.72 | 87.35 |
| 914 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 85.54 | 86.77 | 86.03 | 87.40 | 86.91 | 85.50 | 87.86 | 88.37 | 88.03 | 86.60 | 86.93 | 88.26 | 88.56 | 88.31 | 86.49 | 89.19 | 86.94 | 87.22 | 87.91 | 88.56 | 85.37 | 86.52 | 88.39 | 84.51 | 85.75 | 85.65 |
| 915 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.65 | 86.18 | 86.05 | 88.59 | 86.39 | 87.89 | 87.37 | 87.62 | 86.48 | 86.25 | 86.98 | 88.51 | 88.44 | 86.36 | 86.43 | 87.94 | 84.24 | 87.57 | 88.71 | 88.11 | 87.44 | 85.54 | 87.60 | 85.65 | 84.84 | 85.40 |
| 1010 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.49 | 85.33 | 85.19 | 86.53 | 85.96 | 87.64 | 88.60 | 87.45 | 87.26 | 87.16 | 86.58 | 86.94 | 89.92 | 86.04 | 86.92 | 86.92 | 88.41 | 88.05 | 87.44 | 89.81 | 84.90 | 86.93 | 86.88 | 84.37 | 87.08 | 84.03 |
| 624 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.19 | 87.81 | 86.57 | 85.48 | 87.44 | 86.69 | 89.85 | 88.09 | 88.40 | 87.14 | 87.13 | 86.75 | 87.82 | 87.41 | 87.26 | 86.59 | 87.47 | 87.22 | 88.21 | 89.05 | 85.09 | 86.20 | 85.96 | 86.96 | 87.73 | 86.19 |
| 627 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.32 | 86.17 | 86.61 | 86.29 | 88.98 | 87.36 | 86.66 | 89.36 | 87.98 | 86.48 | 87.80 | 87.81 | 86.53 | 87.33 | 86.68 | 87.94 | 86.45 | 86.51 | 87.03 | 87.13 | 85.09 | 88.70 | 86.52 | 84.73 | 87.48 | 85.12 |
| 720 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.04 | 86.93 | 86.26 | 87.99 | 85.77 | 87.53 | 87.77 | 87.31 | 87.22 | 87.22 | 87.64 | 87.54 | 88.28 | 86.32 | 84.89 | 88.92 | 87.54 | 87.22 | 87.52 | 87.66 | 86.20 | 84.61 | 87.86 | 85.41 | 87.77 | 84.37 |
| 723 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.90 | 87.93 | 85.12 | 85.83 | 87.22 | 87.82 | 87.78 | 87.81 | 87.35 | 86.95 | 88.53 | 86.34 | 88.53 | 86.45 | 86.18 | 88.66 | 87.65 | 85.97 | 88.04 | 86.94 | 85.45 | 84.79 | 87.12 | 88.74 | 86.25 | 87.20 |
| 944 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.37 | 85.45 | 87.88 | 86.25 | 86.43 | 87.02 | 86.21 | 86.90 | 87.40 | 87.28 | 85.99 | 87.35 | 87.67 | 86.34 | 87.32 | 88.57 | 87.29 | 88.50 | 88.76 | 87.38 | 87.87 | 86.25 | 86.45 | 85.29 | 87.41 | 86.33 |
| 945 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.62 | 87.53 | 88.82 | 86.25 | 86.80 | 87.30 | 85.68 | 87.84 | 88.44 | 85.27 | 88.56 | 88.81 | 85.76 | 86.77 | 85.40 | 87.57 | 87.14 | 86.88 | 88.34 | 87.28 | 84.84 | 87.58 | 88.33 | 85.09 | 85.92 | 84.63 |
| 947 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.48 | 86.07 | 85.76 | 85.72 | 86.29 | 89.30 | 87.93 | 86.59 | 87.62 | 87.37 | 87.15 | 89.02 | 88.61 | 87.32 | 86.79 | 87.89 | 86.52 | 88.57 | 87.44 | 87.61 | 86.58 | 88.28 | 86.20 | 85.28 | 85.51 | 86.01 |
| 1041 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.50 | 86.61 | 86.00 | 85.11 | 85.89 | 86.97 | 87.66 | 88.07 | 87.72 | 86.58 | 87.63 | 87.79 | 86.36 | 89.87 | 87.04 | 88.03 | 86.85 | 87.06 | 88.32 | 87.20 | 87.68 | 86.30 | 87.09 | 84.18 | 85.25 | 86.87 |
| 1043 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.67 | 87.81 | 86.04 | 86.41 | 86.41 | 88.61 | 86.81 | 87.98 | 86.83 | 86.94 | 86.31 | 87.69 | 88.61 | 85.88 | 86.60 | 87.31 | 86.11 | 87.58 | 87.88 | 87.13 | 87.68 | 88.31 | 87.13 | 84.51 | 83.70 | 85.34 |
| 656 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.34 | 88.29 | 86.54 | 87.09 | 87.11 | 88.00 | 85.75 | 85.63 | 88.13 | 87.21 | 87.90 | 87.53 | 86.64 | 87.83 | 88.93 | 85.93 | 87.45 | 89.69 | 86.45 | 86.79 | 86.09 | 84.37 | 88.36 | 86.16 | 85.68 | 86.36 |
| 657 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.87 | 86.71 | 87.15 | 87.04 | 87.18 | 87.71 | 87.65 | 87.19 | 85.55 | 87.89 | 88.03 | 87.68 | 87.59 | 88.49 | 87.19 | 87.96 | 87.38 | 89.31 | 87.39 | 86.06 | 85.54 | 85.56 | 86.56 | 85.50 | 86.37 | 87.60 |
| 658 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.94 | 88.06 | 86.90 | 87.96 | 86.43 | 86.90 | 87.43 | 88.32 | 86.41 | 86.13 | 87.50 | 89.11 | 86.19 | 88.52 | 87.37 | 87.03 | 89.22 | 87.28 | 87.94 | 87.14 | 85.80 | 85.83 | 87.78 | 85.22 | 85.75 | 85.38 |
Size of the All data: (144, 29)
Size of the Sig data: (28, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 17 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.84 | 86.92 | 88.95 | 88.52 | 86.53 | 87.99 | 88.11 | 87.86 | 89.60 | 87.81 | 89.18 | 87.45 | 90.17 | 89.67 | 86.04 | 89.22 | 88.06 | 90.88 | 89.78 | 89.37 | 90.73 | 86.73 | 90.60 | 88.08 | 87.85 | 88.97 |
| 3 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.57 | 86.63 | 87.74 | 85.66 | 87.83 | 88.41 | 89.31 | 88.08 | 87.89 | 88.64 | 88.12 | 90.52 | 89.08 | 89.35 | 86.96 | 89.34 | 89.17 | 88.34 | 88.83 | 86.75 | 90.02 | 87.49 | 88.88 | 88.38 | 89.83 | 88.57 |
| 8 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.98 | 87.65 | 86.88 | 86.26 | 88.20 | 88.07 | 88.79 | 89.57 | 90.01 | 88.93 | 89.73 | 89.50 | 88.69 | 89.06 | 88.75 | 90.05 | 87.74 | 89.12 | 88.07 | 87.41 | 88.55 | 86.03 | 88.38 | 88.08 | 88.66 | 87.60 |
| 0 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.58 | 87.65 | 87.84 | 89.80 | 89.47 | 87.52 | 88.30 | 88.82 | 89.85 | 89.33 | 90.41 | 87.90 | 90.68 | 87.56 | 87.87 | 90.15 | 89.39 | 87.77 | 88.91 | 89.07 | 90.54 | 88.55 | 89.90 | 88.98 | 88.70 | 86.90 |
| 19 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.49 | 88.04 | 88.15 | 88.79 | 88.79 | 86.72 | 87.82 | 88.98 | 89.49 | 87.73 | 90.73 | 84.98 | 89.10 | 86.97 | 87.28 | 88.77 | 90.10 | 87.11 | 88.96 | 88.71 | 87.34 | 86.97 | 88.40 | 86.75 | 87.82 | 85.20 |
| 23 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.70 | 90.12 | 88.85 | 87.61 | 87.04 | 88.20 | 88.46 | 87.71 | 87.65 | 87.77 | 88.58 | 87.26 | 88.33 | 86.98 | 89.22 | 90.62 | 89.83 | 87.87 | 88.20 | 87.30 | 88.48 | 87.70 | 88.06 | 88.22 | 86.10 | 84.83 |
| 1 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.20 | 88.52 | 90.37 | 87.36 | 89.23 | 87.07 | 88.58 | 87.90 | 89.21 | 89.86 | 89.78 | 86.85 | 86.00 | 87.67 | 86.88 | 90.36 | 89.22 | 86.51 | 87.82 | 88.89 | 88.16 | 88.11 | 91.25 | 87.88 | 88.44 | 87.99 |
| 4 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.57 | 86.73 | 89.34 | 86.31 | 90.24 | 86.45 | 87.62 | 86.25 | 88.36 | 88.72 | 88.56 | 85.11 | 88.25 | 90.32 | 89.13 | 88.72 | 88.06 | 88.26 | 90.30 | 86.17 | 88.86 | 85.70 | 89.22 | 87.70 | 87.37 | 85.70 |
| 15 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.32 | 86.93 | 88.34 | 88.67 | 86.85 | 87.11 | 88.86 | 88.33 | 90.47 | 87.61 | 88.55 | 86.35 | 86.27 | 87.09 | 86.30 | 90.01 | 88.54 | 87.68 | 89.43 | 88.34 | 87.90 | 88.79 | 88.62 | 88.85 | 89.23 | 86.20 |
| 6 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.11 | 88.98 | 86.66 | 87.50 | 88.58 | 87.26 | 88.07 | 89.85 | 87.80 | 89.85 | 87.97 | 86.99 | 88.75 | 89.07 | 87.31 | 89.30 | 89.20 | 86.38 | 89.90 | 88.64 | 88.40 | 88.75 | 89.74 | 87.79 | 89.54 | 89.24 |
| 27 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.70 | 87.75 | 90.12 | 88.38 | 88.14 | 87.18 | 86.59 | 86.89 | 88.53 | 89.31 | 89.96 | 87.97 | 87.81 | 88.47 | 87.82 | 89.62 | 88.42 | 90.33 | 88.25 | 86.32 | 88.71 | 88.65 | 89.95 | 89.23 | 87.14 | 87.06 |
| 12 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.40 | 88.53 | 91.19 | 88.12 | 86.69 | 87.89 | 86.21 | 88.49 | 88.48 | 90.28 | 89.97 | 87.94 | 88.25 | 89.88 | 87.44 | 90.34 | 89.79 | 91.19 | 90.72 | 88.95 | 89.15 | 89.23 | 90.08 | 88.25 | 87.90 | 88.94 |
| 24 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.74 | 87.47 | 90.15 | 89.38 | 91.13 | 90.24 | 88.88 | 89.10 | 87.65 | 90.15 | 89.70 | 88.30 | 88.84 | 90.42 | 90.11 | 90.56 | 89.14 | 89.36 | 90.13 | 90.06 | 87.48 | 87.76 | 91.81 | 89.30 | 88.09 | 88.79 |
| 9 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.21 | 89.95 | 89.94 | 88.13 | 90.51 | 87.95 | 90.19 | 87.24 | 90.51 | 88.71 | 89.19 | 89.32 | 89.68 | 90.88 | 88.77 | 90.12 | 90.03 | 89.75 | 88.26 | 88.69 | 88.02 | 88.24 | 91.23 | 88.20 | 87.99 | 86.70 |
| 22 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.13 | 88.83 | 89.04 | 88.28 | 86.94 | 88.30 | 88.74 | 89.85 | 90.40 | 87.27 | 89.25 | 88.39 | 90.81 | 89.54 | 89.79 | 90.80 | 87.50 | 90.02 | 89.72 | 89.87 | 90.45 | 87.96 | 90.81 | 86.23 | 90.25 | 85.74 |
| 20 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.03 | 87.91 | 90.88 | 88.16 | 88.36 | 88.81 | 90.44 | 90.43 | 91.12 | 90.27 | 90.62 | 87.10 | 90.12 | 88.52 | 88.65 | 90.76 | 88.71 | 89.72 | 90.28 | 88.53 | 91.24 | 90.28 | 92.07 | 87.22 | 89.09 | 88.13 |
| 2 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.45 | 90.07 | 89.96 | 86.78 | 89.37 | 88.36 | 89.25 | 89.31 | 87.62 | 89.96 | 89.02 | 86.09 | 87.72 | 88.49 | 88.01 | 88.61 | 89.70 | 88.19 | 89.64 | 89.42 | 89.05 | 88.81 | 89.47 | 89.21 | 90.07 | 85.67 |
| 16 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.01 | 89.83 | 90.84 | 88.58 | 88.95 | 88.28 | 88.18 | 88.20 | 89.87 | 89.78 | 89.43 | 87.98 | 87.88 | 88.32 | 87.52 | 88.77 | 89.39 | 85.85 | 91.08 | 87.79 | 89.11 | 90.07 | 90.75 | 87.26 | 87.86 | 84.88 |
| 21 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.47 | 87.23 | 89.75 | 88.19 | 88.78 | 88.16 | 89.37 | 89.54 | 91.63 | 89.36 | 89.71 | 88.65 | 88.87 | 89.53 | 87.74 | 88.86 | 88.60 | 89.00 | 89.59 | 90.93 | 88.57 | 88.33 | 89.86 | 88.82 | 89.78 | 86.81 |
| 10 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.34 | 88.50 | 89.54 | 84.45 | 89.25 | 88.83 | 88.29 | 90.62 | 89.81 | 90.42 | 91.61 | 89.11 | 89.61 | 88.91 | 88.28 | 89.14 | 89.06 | 89.11 | 89.86 | 85.95 | 89.02 | 85.87 | 92.43 | 89.47 | 88.18 | 88.24 |
| 14 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.35 | 88.61 | 90.41 | 87.00 | 89.31 | 88.14 | 88.66 | 89.16 | 89.24 | 89.28 | 89.07 | 88.76 | 89.28 | 89.38 | 88.20 | 90.35 | 89.70 | 89.52 | 90.95 | 88.52 | 89.19 | 89.03 | 90.60 | 87.58 | 88.72 | 89.21 |
| 25 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.55 | 90.75 | 90.55 | 87.72 | 90.46 | 89.23 | 89.08 | 89.98 | 89.73 | 87.48 | 90.38 | 87.61 | 88.64 | 88.30 | 86.73 | 90.01 | 89.97 | 90.46 | 90.84 | 89.74 | 88.06 | 88.92 | 90.38 | 88.45 | 88.53 | 86.56 |
| 7 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.78 | 89.42 | 88.84 | 89.57 | 88.56 | 90.47 | 89.80 | 89.71 | 89.68 | 89.16 | 89.52 | 90.39 | 90.51 | 91.62 | 88.75 | 88.64 | 90.13 | 90.75 | 90.48 | 88.14 | 90.41 | 90.31 | 90.45 | 88.61 | 90.32 | 87.58 |
| 18 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.99 | 90.14 | 91.01 | 86.59 | 90.02 | 87.25 | 88.96 | 88.46 | 88.71 | 89.95 | 88.62 | 89.41 | 88.10 | 90.27 | 88.43 | 90.80 | 88.81 | 87.40 | 90.26 | 90.86 | 89.59 | 89.23 | 89.92 | 88.08 | 89.29 | 89.18 |
| 26 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.40 | 90.19 | 91.57 | 88.70 | 89.20 | 89.25 | 90.99 | 89.29 | 88.37 | 90.39 | 87.98 | 87.93 | 89.89 | 88.87 | 88.58 | 88.69 | 89.89 | 90.25 | 89.51 | 87.26 | 90.54 | 89.14 | 91.45 | 88.86 | 87.97 | 88.75 |
| 13 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.28 | 90.29 | 88.94 | 88.13 | 89.51 | 89.06 | 89.04 | 90.16 | 91.51 | 89.50 | 90.08 | 89.61 | 88.13 | 90.19 | 90.01 | 90.06 | 90.13 | 90.47 | 88.70 | 87.94 | 88.38 | 87.59 | 90.58 | 88.52 | 87.04 | 89.76 |
| 5 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.79 | 90.62 | 91.29 | 89.35 | 89.92 | 90.43 | 87.93 | 89.75 | 87.97 | 89.74 | 89.25 | 88.38 | 88.15 | 90.40 | 88.67 | 90.08 | 90.68 | 90.09 | 89.96 | 82.87 | 88.96 | 89.19 | 90.86 | 89.94 | 90.17 | 87.94 |
| 11 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.60 | 88.09 | 89.96 | 89.63 | 87.85 | 87.75 | 89.66 | 90.59 | 84.93 | 90.78 | 87.77 | 87.91 | 89.80 | 90.74 | 88.40 | 88.98 | 90.28 | 89.48 | 91.06 | 88.95 | 89.21 | 87.94 | 90.03 | 87.97 | 89.86 | 87.51 |
Size of the test data: (28, 34)
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_16 | 87.986429 | 0.852779 |
| mAP_valid_abs_values_19 | 87.958214 | 0.619976 |
| mAP_valid_abs_values_20 | 87.840000 | 0.818191 |
| mAP_valid_abs_values_13 | 87.809286 | 1.030552 |
| mAP_valid_abs_values_18 | 87.758571 | 0.841413 |
| mAP_valid_abs_values_12 | 87.755714 | 0.796280 |
| mAP_valid_abs_values_11 | 87.711429 | 0.697762 |
| mAP_valid_abs_values_6 | 87.556786 | 0.836895 |
| mAP_valid_abs_values_8 | 87.553929 | 0.856234 |
| mAP_valid_abs_values_9 | 87.300000 | 0.799162 |
| mAP_valid_abs_values_14 | 87.137857 | 0.909047 |
| mAP_valid_abs_values_23 | 87.123929 | 0.785071 |
| mAP_valid_abs_values_7 | 87.123571 | 0.961134 |
| mAP_valid_abs_values_17 | 87.026429 | 0.942456 |
| mAP_valid_abs_values_10 | 87.019643 | 0.683089 |
| mAP_valid_abs_values_2 | 86.941786 | 0.819937 |
| mAP_valid_abs_values | 86.785714 | 0.814477 |
| mAP_valid_abs_values_15 | 86.673214 | 0.859350 |
| mAP_valid_abs_values_5 | 86.640000 | 0.830016 |
| mAP_valid_abs_values_4 | 86.608929 | 1.042154 |
| mAP_valid_abs_values_3 | 86.405000 | 0.900718 |
| mAP_valid_abs_values_21 | 86.298571 | 1.146998 |
| mAP_valid_abs_values_25 | 86.275357 | 1.171158 |
| mAP_valid_abs_values_22 | 85.967143 | 1.285405 |
| mAP_valid_abs_values_26 | 85.929286 | 0.993322 |
| mAP_valid_abs_values_24 | 85.738929 | 1.018875 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_23 | 90.206429 | 1.120873 |
| mAP_test_abs_values_16 | 89.704643 | 0.756461 |
| mAP_test_abs_values_19 | 89.624643 | 0.964394 |
| mAP_test_abs_values_3 | 89.539286 | 1.306961 |
| mAP_test_abs_values_11 | 89.383571 | 0.925488 |
| mAP_test_abs_values_17 | 89.258571 | 0.823658 |
| mAP_test_abs_values_10 | 89.215714 | 1.010920 |
| mAP_test_abs_values_14 | 89.159643 | 1.231868 |
| mAP_test_abs_values_9 | 89.146071 | 1.434972 |
| mAP_test_abs_values_21 | 89.075714 | 1.027818 |
| mAP_test_abs_values_18 | 88.959286 | 1.468526 |
| mAP_test_abs_values_8 | 88.932857 | 1.130827 |
| mAP_test_abs_values_13 | 88.836071 | 1.179558 |
| average_map | 88.809849 | 0.496770 |
| mAP_test_abs_values_5 | 88.775357 | 1.231074 |
| mAP_test_abs_values_7 | 88.720714 | 1.031597 |
| mAP_test_abs_values | 88.699286 | 1.057239 |
| mAP_test_abs_values_2 | 88.655357 | 1.287991 |
| mAP_test_abs_values_25 | 88.635357 | 1.098179 |
| mAP_test_abs_values_24 | 88.282500 | 0.834189 |
| mAP_test_abs_values_20 | 88.265714 | 1.666154 |
| mAP_test_abs_values_22 | 88.263214 | 1.220765 |
| mAP_test_abs_values_6 | 88.227857 | 1.044525 |
| mAP_test_abs_values_15 | 88.130000 | 1.049045 |
| mAP_test_abs_values_12 | 87.991429 | 1.378103 |
| mAP_test_abs_values_4 | 87.915000 | 1.272462 |
| mAP_test_abs_values_26 | 87.451786 | 1.453354 |
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid_mwu_48['id'] = res_valid_mwu_48.index.to_series().apply(extract_number)
res_test_mwu_48['id'] = res_test_mwu_48.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid_mwu_48,res_test_mwu_48])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test_mwu_48 = res_test_mwu_48.sort_values(by=['id']).reset_index().query("index !='average_map'")
res_valid_mwu_48 = res_valid_mwu_48.reset_index(drop=True)
res_valid_mwu_48.columns = ['valid_score', 'std', 'id']
res_valid_mwu_48 = res_valid_mwu_48[['valid_score', 'id']]
res_test_mwu_48.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_48 = res_test_mwu_48[['test_score', 'id']]
result_merged_mwu_48 = pd.merge(res_valid_mwu_48,res_test_mwu_48,on='id')
result_merged_mwu_48.sort_values(by=['valid_score'], ascending=False,inplace=True)
result_merged_mwu_48 = result_merged_mwu_48[['id','valid_score','test_score']]
html_table = result_merged_mwu_48.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
#data_range2 = np.array(list(res_test_mwu_48['mean']) + list(res_valid_mwu_48['mean']))
# categories = [str(i) for i in range(1,26)]
# fig = go.Figure()
# # Valid
# fig.add_trace(go.Scatterpolar(
# r=list(res_test_mwu_48['mean']),
# theta=categories,
# #fill='toself',
# name='Test'
# ))
# # Test
# fig.add_trace(go.Scatterpolar(
# r=list(res_valid_mwu_48['mean']),
# theta=categories,
# #fill='toself',
# name='Valid'
# ))
# # Customization of chart
# fig.update_layout(
# title={
# 'text': "",
# 'xanchor': 'center',
# 'yanchor': 'top'
# },
# polar=dict(
# radialaxis=dict(
# visible=True,
# range=[88, 93]
# )),
# showlegend=True
# )
# fig.show()
# fig.write_image("MU_Test.png")| id | valid_score | test_score | |
|---|---|---|---|
| 0 | 16 | 87.986429 | 89.704643 |
| 1 | 19 | 87.958214 | 89.624643 |
| 2 | 20 | 87.840000 | 88.265714 |
| 3 | 13 | 87.809286 | 88.836071 |
| 4 | 18 | 87.758571 | 88.959286 |
| 5 | 12 | 87.755714 | 87.991429 |
| 6 | 11 | 87.711429 | 89.383571 |
| 7 | 6 | 87.556786 | 88.227857 |
| 8 | 8 | 87.553929 | 88.932857 |
| 9 | 9 | 87.300000 | 89.146071 |
| 10 | 14 | 87.137857 | 89.159643 |
| 11 | 23 | 87.123929 | 90.206429 |
| 12 | 7 | 87.123571 | 88.720714 |
| 13 | 17 | 87.026429 | 89.258571 |
| 14 | 10 | 87.019643 | 89.215714 |
| 15 | 2 | 86.941786 | 88.655357 |
| 16 | 1 | 86.785714 | 88.699286 |
| 17 | 15 | 86.673214 | 88.130000 |
| 18 | 5 | 86.640000 | 88.775357 |
| 19 | 4 | 86.608929 | 87.915000 |
| 20 | 3 | 86.405000 | 89.539286 |
| 21 | 21 | 86.298571 | 89.075714 |
| 22 | 25 | 86.275357 | 88.635357 |
| 23 | 22 | 85.967143 | 88.263214 |
| 24 | 26 | 85.929286 | 87.451786 |
| 25 | 24 | 85.738929 | 88.282500 |
Code
#%%
dt_valid = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_24082024_{layer_vsn}.csv")
dt_test = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_24082024_{layer_vsn}.csv")
output_size = 32
query = (
"output_size == @output_size "
)
dt_valid = dt_valid.query(query)
dt_test = dt_test.query(query)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 80.56 | 78.78 | 81.37 | 79.76 | 83.03 | 80.81 | 82.15 | 77.59 | 82.69 | 84.58 | 84.27 | 83.46 | 86.21 | 81.76 | 81.70 | 84.64 | 80.11 | 83.32 | 84.95 | 83.65 | 81.12 | 80.93 | 79.03 | 82.74 | 81.51 | 83.83 |
| 9 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 84.01 | 84.06 | 83.16 | 84.66 | 81.62 | 82.32 | 83.39 | 83.20 | 84.21 | 85.33 | 85.88 | 83.73 | 85.19 | 81.64 | 83.75 | 84.94 | 84.19 | 85.29 | 85.55 | 83.79 | 81.89 | 80.44 | 82.66 | 82.36 | 85.53 | 81.64 |
| 10 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 82.73 | 83.09 | 83.07 | 84.00 | 82.82 | 85.07 | 83.69 | 83.57 | 86.12 | 84.93 | 82.53 | 86.21 | 82.93 | 84.36 | 85.01 | 83.97 | 83.13 | 82.57 | 83.22 | 83.22 | 82.49 | 81.73 | 81.56 | 82.47 | 81.69 | 83.32 |
| 11 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 83.91 | 83.65 | 84.77 | 82.93 | 81.13 | 83.74 | 83.93 | 83.17 | 81.79 | 80.79 | 85.32 | 84.75 | 84.33 | 86.57 | 85.86 | 86.64 | 82.42 | 85.19 | 83.69 | 85.36 | 82.55 | 80.74 | 84.23 | 82.12 | 82.68 | 81.54 |
| 40 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 84.18 | 84.15 | 82.36 | 82.19 | 81.99 | 83.22 | 83.98 | 81.76 | 84.85 | 84.92 | 85.48 | 84.40 | 83.33 | 79.77 | 84.48 | 84.78 | 83.27 | 84.60 | 83.05 | 83.81 | 81.58 | 81.89 | 82.42 | 80.65 | 77.48 | 80.97 |
| 41 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 19.49 | 86.13 | 84.40 | 84.58 | 84.39 | 83.24 | 84.11 | 84.81 | 85.90 | 84.41 | 86.07 | 87.20 | 85.81 | 84.30 | 84.82 | 85.13 | 83.64 | 86.53 | 85.01 | 84.27 | 82.62 | 81.33 | 82.98 | 83.20 | 82.38 | 81.84 |
| 42 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 82.53 | 84.81 | 19.49 | 83.08 | 85.90 | 85.04 | 84.73 | 85.21 | 87.11 | 83.33 | 83.92 | 83.81 | 85.00 | 85.21 | 86.22 | 84.23 | 84.08 | 83.36 | 85.36 | 86.37 | 84.97 | 80.92 | 83.21 | 82.35 | 84.91 | 82.64 |
| 43 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 82.94 | 85.11 | 83.73 | 84.65 | 83.85 | 84.50 | 85.07 | 83.59 | 83.25 | 85.68 | 85.39 | 86.10 | 84.62 | 84.75 | 84.86 | 84.98 | 86.16 | 19.49 | 85.90 | 19.49 | 83.64 | 83.74 | 82.75 | 85.39 | 82.47 | 85.72 |
| 72 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 80.77 | 83.18 | 83.94 | 82.22 | 83.27 | 82.82 | 82.77 | 82.30 | 81.17 | 84.94 | 85.47 | 84.44 | 82.46 | 85.19 | 86.38 | 83.87 | 83.43 | 85.88 | 84.63 | 85.33 | 80.18 | 82.60 | 81.29 | 79.39 | 80.12 | 79.69 |
| 73 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 83.67 | 83.27 | 84.05 | 85.57 | 83.50 | 85.09 | 84.43 | 83.07 | 85.44 | 84.10 | 84.81 | 89.32 | 82.90 | 86.17 | 84.91 | 83.37 | 83.55 | 85.38 | 85.52 | 86.93 | 83.99 | 82.19 | 80.25 | 83.61 | 80.94 | 81.75 |
| 74 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 83.94 | 84.74 | 83.09 | 82.71 | 85.25 | 84.18 | 82.58 | 82.81 | 84.54 | 83.34 | 83.95 | 83.77 | 85.42 | 85.33 | 81.33 | 84.40 | 84.95 | 85.78 | 87.36 | 83.70 | 81.15 | 81.78 | 80.72 | 83.60 | 82.02 | 83.22 |
| 75 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 82.42 | 83.33 | 82.17 | 85.59 | 83.88 | 82.26 | 82.57 | 84.14 | 85.31 | 84.11 | 82.05 | 85.63 | 84.53 | 85.70 | 85.46 | 83.56 | 83.75 | 82.92 | 85.16 | 86.20 | 83.03 | 81.32 | 80.53 | 81.64 | 82.86 | 81.32 |
| 104 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 84.10 | 83.61 | 82.75 | 82.79 | 80.90 | 82.49 | 83.99 | 85.49 | 85.61 | 84.46 | 85.94 | 85.44 | 82.43 | 85.25 | 80.26 | 85.75 | 84.79 | 84.64 | 84.22 | 85.24 | 83.47 | 81.66 | 83.80 | 78.83 | 80.15 | 81.14 |
| 105 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 84.84 | 84.88 | 85.58 | 83.45 | 83.93 | 84.57 | 84.61 | 82.62 | 85.47 | 85.23 | 87.09 | 86.04 | 85.39 | 85.63 | 85.86 | 87.43 | 85.43 | 85.64 | 86.23 | 85.33 | 83.66 | 84.13 | 81.68 | 83.76 | 83.38 | 82.33 |
| 106 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 81.54 | 84.99 | 84.40 | 83.91 | 83.37 | 82.82 | 83.59 | 83.12 | 84.09 | 86.01 | 84.52 | 85.09 | 84.69 | 84.80 | 84.21 | 84.71 | 83.53 | 84.52 | 86.80 | 85.26 | 81.30 | 82.73 | 81.66 | 82.60 | 83.30 | 82.30 |
| 107 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 83.26 | 85.86 | 84.86 | 86.20 | 85.74 | 82.65 | 85.19 | 84.77 | 86.12 | 85.32 | 86.89 | 85.36 | 85.01 | 84.35 | 85.49 | 85.27 | 86.64 | 86.84 | 87.42 | 84.55 | 82.20 | 80.69 | 82.82 | 83.75 | 83.44 | 81.92 |
| 136 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 83.07 | 84.53 | 83.34 | 83.61 | 78.96 | 83.89 | 84.68 | 84.82 | 85.53 | 81.47 | 84.75 | 85.56 | 83.09 | 84.58 | 82.63 | 88.31 | 83.37 | 81.91 | 84.42 | 84.40 | 82.25 | 79.39 | 83.00 | 76.46 | 83.68 | 78.07 |
| 137 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 84.31 | 83.33 | 82.71 | 84.89 | 83.75 | 82.89 | 81.72 | 84.60 | 85.24 | 83.76 | 84.88 | 84.29 | 85.79 | 83.76 | 84.67 | 87.46 | 83.95 | 84.50 | 84.19 | 85.80 | 82.79 | 81.98 | 83.96 | 83.68 | 83.13 | 84.65 |
| 138 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 82.99 | 84.25 | 85.99 | 82.76 | 83.64 | 83.91 | 82.14 | 85.26 | 84.62 | 84.97 | 84.98 | 85.61 | 85.56 | 86.10 | 86.51 | 83.52 | 85.57 | 85.14 | 85.80 | 83.14 | 84.26 | 83.07 | 86.11 | 82.92 | 82.34 | 84.41 |
| 139 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 82.33 | 84.77 | 82.45 | 81.32 | 85.12 | 84.27 | 85.53 | 83.92 | 85.13 | 84.95 | 85.42 | 85.71 | 84.42 | 84.45 | 84.57 | 87.80 | 83.54 | 86.73 | 83.46 | 85.92 | 83.37 | 82.12 | 82.26 | 83.53 | 82.04 | 84.82 |
| 168 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 82.38 | 82.12 | 84.15 | 82.98 | 83.61 | 82.57 | 84.26 | 83.57 | 81.79 | 86.00 | 86.58 | 84.42 | 84.04 | 85.04 | 82.67 | 82.89 | 86.39 | 85.19 | 85.27 | 86.40 | 81.71 | 84.35 | 78.97 | 84.10 | 81.00 | 82.14 |
| 169 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 82.10 | 84.19 | 83.86 | 83.65 | 84.03 | 84.80 | 83.94 | 84.45 | 85.43 | 87.08 | 85.07 | 85.28 | 85.75 | 84.30 | 84.83 | 83.21 | 86.25 | 87.12 | 83.06 | 84.11 | 82.60 | 83.86 | 83.50 | 81.64 | 79.98 | 82.27 |
| 170 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 83.92 | 82.87 | 82.61 | 82.07 | 84.24 | 84.46 | 84.57 | 84.15 | 85.55 | 85.14 | 83.49 | 84.46 | 83.63 | 83.24 | 84.25 | 83.32 | 83.95 | 85.74 | 82.46 | 83.06 | 83.67 | 81.35 | 82.03 | 81.57 | 82.46 | 82.76 |
| 171 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 84.77 | 83.20 | 84.46 | 84.75 | 83.88 | 84.05 | 84.75 | 85.42 | 82.23 | 84.76 | 85.40 | 83.70 | 86.22 | 83.13 | 85.29 | 84.76 | 84.49 | 84.10 | 85.37 | 84.03 | 82.26 | 83.90 | 80.89 | 81.99 | 82.25 | 83.22 |
| 200 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 82.07 | 84.54 | 83.14 | 81.89 | 83.83 | 85.25 | 85.73 | 85.07 | 83.53 | 85.55 | 85.60 | 85.67 | 86.02 | 82.44 | 85.14 | 86.34 | 84.03 | 86.16 | 84.03 | 86.90 | 58.50 | 60.27 | 77.75 | 83.12 | 83.59 | 82.49 |
| 201 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 83.24 | 84.48 | 84.58 | 84.62 | 84.39 | 84.79 | 84.19 | 84.74 | 85.84 | 84.80 | 85.42 | 87.36 | 85.57 | 85.02 | 84.22 | 85.83 | 83.85 | 85.41 | 87.15 | 85.41 | 84.82 | 86.97 | 82.42 | 83.11 | 82.54 | 84.52 |
| 202 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 83.78 | 85.08 | 84.64 | 83.16 | 82.86 | 85.32 | 84.46 | 85.46 | 85.33 | 85.67 | 87.16 | 84.95 | 85.54 | 86.02 | 84.02 | 85.67 | 85.94 | 85.78 | 85.93 | 86.89 | 83.26 | 84.70 | 85.78 | 54.81 | 83.43 | 84.81 |
| 203 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 83.62 | 83.86 | 79.19 | 82.56 | 81.28 | 84.16 | 84.14 | 85.58 | 86.46 | 85.46 | 75.64 | 86.45 | 84.40 | 84.60 | 84.77 | 87.10 | 73.48 | 87.04 | 86.83 | 86.49 | 83.22 | 83.78 | 83.53 | 83.20 | 83.18 | 83.92 |
| 232 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 81.81 | 84.03 | 83.46 | 84.39 | 83.40 | 82.05 | 85.18 | 83.76 | 85.57 | 83.84 | 85.66 | 85.92 | 86.63 | 85.80 | 83.54 | 87.14 | 83.70 | 85.07 | 86.03 | 84.56 | 72.28 | 81.01 | 85.20 | 85.30 | 83.19 | 83.49 |
| 233 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 83.96 | 84.88 | 85.04 | 83.05 | 84.17 | 86.24 | 19.49 | 85.59 | 86.47 | 83.65 | 86.89 | 87.36 | 87.53 | 83.48 | 83.93 | 86.70 | 84.19 | 86.86 | 86.99 | 86.58 | 81.98 | 82.79 | 85.05 | 85.27 | 86.36 | 83.07 |
| 234 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 81.87 | 83.35 | 82.60 | 81.03 | 83.69 | 86.29 | 86.39 | 85.99 | 85.63 | 84.97 | 85.94 | 86.16 | 86.78 | 83.81 | 86.10 | 83.12 | 85.63 | 74.26 | 86.24 | 86.45 | 83.09 | 83.51 | 85.10 | 86.81 | 82.87 | 83.52 |
| 235 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 84.78 | 84.19 | 85.55 | 83.08 | 84.15 | 84.93 | 84.41 | 85.50 | 74.91 | 85.96 | 87.05 | 86.25 | 86.46 | 82.48 | 83.79 | 85.30 | 86.45 | 84.45 | 85.58 | 84.19 | 84.96 | 81.54 | 82.80 | 85.07 | 83.43 | 85.14 |
| 264 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 84.45 | 82.49 | 84.37 | 85.38 | 82.45 | 84.83 | 86.70 | 84.93 | 86.61 | 83.84 | 86.94 | 86.02 | 87.90 | 85.91 | 84.04 | 85.14 | 84.01 | 82.84 | 87.19 | 87.06 | 83.57 | 83.34 | 84.45 | 81.47 | 83.72 | 81.57 |
| 265 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 81.54 | 84.30 | 83.82 | 84.71 | 85.81 | 84.61 | 85.08 | 83.52 | 84.75 | 86.19 | 85.73 | 82.50 | 84.50 | 84.66 | 85.91 | 85.28 | 85.54 | 85.17 | 85.28 | 84.79 | 82.37 | 84.74 | 84.84 | 83.15 | 84.54 | 85.66 |
| 266 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 84.60 | 81.71 | 84.60 | 84.11 | 82.61 | 86.17 | 84.93 | 85.38 | 84.71 | 86.18 | 87.00 | 86.86 | 86.13 | 85.05 | 86.12 | 83.70 | 84.32 | 84.91 | 83.79 | 86.09 | 85.37 | 83.71 | 83.06 | 84.67 | 84.73 | 84.01 |
| 267 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 82.88 | 83.08 | 84.16 | 83.39 | 82.82 | 85.25 | 87.75 | 85.66 | 86.70 | 85.55 | 86.54 | 85.95 | 83.03 | 86.41 | 81.51 | 85.79 | 87.11 | 82.97 | 85.15 | 84.85 | 84.01 | 84.80 | 83.81 | 83.57 | 84.75 | 84.10 |
| 296 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 80.43 | 81.91 | 82.58 | 80.12 | 81.46 | 83.30 | 82.15 | 82.81 | 81.80 | 81.97 | 86.99 | 85.97 | 81.77 | 84.62 | 82.13 | 84.10 | 83.32 | 83.54 | 82.81 | 82.13 | 82.38 | 81.18 | 79.27 | 80.40 | 83.02 | 79.07 |
| 297 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 82.75 | 82.07 | 83.83 | 82.41 | 82.60 | 85.74 | 84.79 | 83.67 | 84.26 | 86.35 | 83.53 | 85.09 | 83.91 | 85.06 | 84.52 | 84.95 | 85.65 | 82.92 | 87.22 | 84.67 | 82.54 | 82.46 | 83.21 | 84.54 | 83.72 | 84.24 |
| 298 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 82.08 | 82.57 | 81.98 | 83.95 | 84.96 | 85.82 | 83.83 | 83.80 | 84.82 | 84.23 | 86.14 | 85.82 | 83.51 | 82.93 | 84.96 | 86.18 | 84.56 | 85.91 | 85.37 | 85.64 | 81.16 | 81.17 | 82.31 | 81.41 | 83.49 | 81.89 |
| 299 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 81.42 | 82.73 | 83.30 | 82.35 | 84.68 | 85.46 | 83.78 | 84.33 | 86.34 | 83.51 | 84.16 | 85.17 | 85.67 | 83.40 | 84.21 | 85.23 | 83.15 | 84.86 | 84.04 | 84.45 | 81.60 | 82.55 | 80.85 | 81.94 | 84.09 | 82.62 |
| 328 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 80.54 | 82.16 | 81.90 | 73.23 | 81.99 | 83.42 | 82.86 | 85.26 | 82.69 | 83.24 | 83.72 | 85.01 | 85.60 | 83.51 | 81.86 | 84.21 | 82.88 | 86.15 | 84.29 | 84.17 | 81.54 | 82.14 | 82.41 | 84.67 | 80.97 | 77.85 |
| 329 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 82.56 | 80.14 | 85.64 | 82.54 | 83.99 | 85.63 | 88.41 | 87.93 | 86.97 | 87.65 | 84.41 | 84.78 | 84.62 | 85.95 | 84.71 | 85.13 | 84.58 | 83.90 | 86.28 | 84.85 | 85.32 | 81.75 | 85.05 | 84.20 | 83.13 | 82.84 |
| 330 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 82.04 | 84.70 | 83.99 | 84.76 | 83.23 | 84.43 | 82.99 | 85.21 | 84.24 | 87.11 | 85.20 | 85.25 | 84.17 | 84.60 | 83.63 | 84.44 | 83.65 | 84.63 | 84.73 | 85.79 | 83.94 | 79.94 | 81.85 | 83.91 | 82.83 | 84.61 |
| 331 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.42 | 85.74 | 84.22 | 83.67 | 83.54 | 84.58 | 86.08 | 83.83 | 86.14 | 82.96 | 84.62 | 85.73 | 85.05 | 86.54 | 86.02 | 84.90 | 84.22 | 86.45 | 83.84 | 84.92 | 82.92 | 81.41 | 81.75 | 81.65 | 81.95 | 82.95 |
| 360 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 81.10 | 75.14 | 81.58 | 82.05 | 81.20 | 84.52 | 81.76 | 84.93 | 83.29 | 85.93 | 84.40 | 84.27 | 82.36 | 83.57 | 86.22 | 82.69 | 85.04 | 84.00 | 85.16 | 84.13 | 81.41 | 82.91 | 82.46 | 83.31 | 82.22 | 80.65 |
| 361 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 84.09 | 83.24 | 82.77 | 85.31 | 82.13 | 86.20 | 83.57 | 83.75 | 85.11 | 82.53 | 83.91 | 85.28 | 84.37 | 84.11 | 85.36 | 82.52 | 83.70 | 86.88 | 83.47 | 83.31 | 82.41 | 83.67 | 82.94 | 82.68 | 82.02 | 85.31 |
| 362 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 81.34 | 81.50 | 82.95 | 84.91 | 84.48 | 82.15 | 83.85 | 84.67 | 84.82 | 84.72 | 85.78 | 84.06 | 84.77 | 84.67 | 83.32 | 85.34 | 84.23 | 82.91 | 84.70 | 85.53 | 82.22 | 81.73 | 83.08 | 82.16 | 84.56 | 82.10 |
| 363 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 82.86 | 83.00 | 83.09 | 83.28 | 85.31 | 82.80 | 86.04 | 83.53 | 86.43 | 86.73 | 84.80 | 84.70 | 83.53 | 83.03 | 84.49 | 86.30 | 83.89 | 85.17 | 85.96 | 85.43 | 82.63 | 84.29 | 80.97 | 83.67 | 82.87 | 82.92 |
| 392 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 81.83 | 80.89 | 82.58 | 84.46 | 83.82 | 83.46 | 84.11 | 82.11 | 85.58 | 86.50 | 85.51 | 84.45 | 83.04 | 85.18 | 82.33 | 84.85 | 81.95 | 84.93 | 85.41 | 84.79 | 82.04 | 82.98 | 84.55 | 80.98 | 79.56 | 83.85 |
| 393 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 82.89 | 84.59 | 83.05 | 82.86 | 84.44 | 84.23 | 84.96 | 84.09 | 85.12 | 85.80 | 86.09 | 86.17 | 85.59 | 85.16 | 86.11 | 85.46 | 84.06 | 84.61 | 85.44 | 83.67 | 82.51 | 80.74 | 82.45 | 82.16 | 83.47 | 82.94 |
| 394 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 82.86 | 83.18 | 83.68 | 85.22 | 85.65 | 86.08 | 86.55 | 85.59 | 85.35 | 85.77 | 85.36 | 84.87 | 85.36 | 84.38 | 84.48 | 86.86 | 83.62 | 85.98 | 84.63 | 83.81 | 82.59 | 82.14 | 82.92 | 82.22 | 83.33 | 83.52 |
| 395 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 83.39 | 83.95 | 83.31 | 83.24 | 83.41 | 83.90 | 85.32 | 85.66 | 83.63 | 84.77 | 84.81 | 83.77 | 84.07 | 86.25 | 86.76 | 85.87 | 86.40 | 86.57 | 84.40 | 86.86 | 83.79 | 81.39 | 82.40 | 83.79 | 82.79 | 82.95 |
| 424 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 81.14 | 83.61 | 83.79 | 81.93 | 82.70 | 86.65 | 82.76 | 82.28 | 84.18 | 84.61 | 84.26 | 85.23 | 84.71 | 85.15 | 82.25 | 85.70 | 84.94 | 84.41 | 85.10 | 84.56 | 82.40 | 82.31 | 83.56 | 82.43 | 82.96 | 82.09 |
| 425 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 82.65 | 86.99 | 84.76 | 84.68 | 83.60 | 83.96 | 85.29 | 84.69 | 85.88 | 84.97 | 85.04 | 84.49 | 85.32 | 84.86 | 86.21 | 84.98 | 86.54 | 85.39 | 87.25 | 84.70 | 82.03 | 82.74 | 84.75 | 82.63 | 82.72 | 83.91 |
| 426 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 83.20 | 85.81 | 84.21 | 85.12 | 83.22 | 85.66 | 84.34 | 86.51 | 85.58 | 85.70 | 84.51 | 85.68 | 85.06 | 86.44 | 85.58 | 85.54 | 83.88 | 83.74 | 86.64 | 85.74 | 82.95 | 83.57 | 84.78 | 84.76 | 82.62 | 83.41 |
| 427 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 82.61 | 84.56 | 83.60 | 84.67 | 84.15 | 84.46 | 85.81 | 84.63 | 85.20 | 85.03 | 83.91 | 85.05 | 85.30 | 83.71 | 85.95 | 86.21 | 85.63 | 83.94 | 85.51 | 85.76 | 83.27 | 83.72 | 85.10 | 81.46 | 82.82 | 83.01 |
| 456 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 82.75 | 82.00 | 81.43 | 81.27 | 83.92 | 83.29 | 84.48 | 82.58 | 85.84 | 83.82 | 83.51 | 85.74 | 83.72 | 85.40 | 84.46 | 87.16 | 82.99 | 83.75 | 84.79 | 84.51 | 82.94 | 82.90 | 82.39 | 83.45 | 84.25 | 82.72 |
| 457 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 84.73 | 84.57 | 83.02 | 79.23 | 83.29 | 83.92 | 86.63 | 84.85 | 83.14 | 83.31 | 86.28 | 84.91 | 84.11 | 83.43 | 83.69 | 86.06 | 83.79 | 84.23 | 87.17 | 85.62 | 82.49 | 82.99 | 80.82 | 81.71 | 84.55 | 82.57 |
| 458 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 83.66 | 85.92 | 84.99 | 84.96 | 84.70 | 84.07 | 84.74 | 82.55 | 83.72 | 84.30 | 83.24 | 86.18 | 86.05 | 83.48 | 86.68 | 86.52 | 84.00 | 85.12 | 84.24 | 83.89 | 84.01 | 84.06 | 83.09 | 83.04 | 84.79 | 83.46 |
| 459 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.32 | 83.56 | 85.41 | 84.84 | 83.99 | 83.80 | 86.26 | 87.30 | 85.02 | 84.40 | 84.64 | 83.83 | 83.72 | 85.19 | 84.09 | 84.20 | 86.74 | 84.76 | 85.68 | 87.31 | 82.54 | 83.51 | 83.34 | 83.37 | 83.39 | 83.25 |
| 488 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 81.74 | 77.77 | 84.06 | 83.31 | 82.97 | 83.94 | 83.79 | 83.31 | 84.87 | 82.67 | 85.94 | 85.34 | 85.64 | 85.83 | 85.24 | 81.63 | 85.14 | 82.39 | 86.50 | 83.97 | 82.43 | 79.02 | 82.97 | 81.78 | 55.92 | 82.23 |
| 489 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 84.00 | 82.86 | 85.30 | 83.40 | 84.82 | 83.85 | 85.33 | 84.88 | 84.49 | 87.76 | 87.50 | 86.17 | 85.72 | 85.49 | 85.10 | 85.81 | 85.11 | 85.58 | 85.17 | 84.47 | 86.01 | 81.93 | 85.81 | 84.39 | 83.04 | 81.90 |
| 490 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 83.52 | 83.35 | 83.50 | 83.00 | 82.73 | 86.93 | 84.87 | 85.22 | 85.88 | 84.83 | 75.44 | 85.15 | 87.12 | 83.97 | 84.75 | 83.66 | 81.91 | 84.09 | 86.03 | 87.99 | 83.73 | 81.74 | 83.64 | 83.08 | 54.60 | 83.34 |
| 491 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 84.09 | 83.54 | 83.38 | 83.01 | 83.46 | 84.77 | 84.85 | 84.56 | 86.45 | 84.77 | 87.03 | 85.63 | 84.91 | 86.00 | 84.97 | 87.01 | 84.15 | 86.03 | 87.11 | 85.84 | 82.26 | 81.54 | 84.13 | 83.53 | 82.90 | 83.16 |
| 520 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 83.31 | 85.37 | 83.84 | 84.12 | 83.35 | 86.28 | 84.97 | 84.98 | 85.49 | 84.34 | 86.27 | 85.02 | 84.17 | 83.83 | 85.61 | 87.73 | 80.17 | 85.56 | 87.38 | 86.77 | 83.59 | 83.10 | 68.17 | 81.92 | 82.91 | 82.33 |
| 521 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.12 | 84.86 | 84.08 | 83.96 | 84.45 | 86.74 | 86.37 | 85.39 | 87.55 | 84.12 | 74.85 | 86.30 | 74.36 | 85.80 | 85.26 | 85.20 | 85.71 | 83.81 | 86.82 | 74.50 | 83.34 | 84.05 | 82.90 | 85.64 | 83.08 | 84.99 |
| 522 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 84.32 | 83.77 | 84.45 | 82.61 | 84.24 | 86.21 | 86.30 | 84.08 | 86.32 | 86.73 | 86.44 | 86.84 | 85.20 | 86.14 | 84.98 | 85.84 | 83.00 | 87.55 | 87.48 | 85.83 | 81.79 | 82.44 | 82.19 | 82.68 | 85.70 | 84.23 |
| 523 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 82.68 | 83.76 | 83.12 | 84.26 | 82.91 | 85.42 | 85.67 | 83.58 | 85.40 | 85.91 | 85.02 | 86.02 | 86.25 | 86.63 | 85.93 | 86.76 | 85.61 | 87.58 | 85.94 | 84.19 | 86.05 | 83.23 | 83.41 | 85.18 | 84.13 | 83.85 |
| 552 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 85.46 | 83.22 | 85.87 | 83.63 | 80.71 | 84.24 | 72.44 | 86.55 | 84.81 | 85.55 | 84.81 | 88.40 | 84.29 | 82.01 | 80.75 | 84.50 | 84.17 | 84.34 | 86.49 | 85.72 | 83.76 | 80.22 | 83.50 | 55.42 | 84.79 | 82.38 |
| 553 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 82.53 | 82.31 | 82.57 | 84.25 | 83.85 | 83.77 | 83.83 | 86.42 | 85.97 | 84.17 | 86.01 | 85.17 | 83.21 | 84.27 | 83.44 | 87.41 | 86.82 | 86.17 | 87.03 | 85.91 | 83.35 | 84.15 | 84.36 | 84.05 | 83.58 | 82.60 |
| 554 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 84.68 | 83.37 | 84.56 | 84.41 | 84.57 | 85.23 | 84.62 | 83.35 | 87.46 | 86.21 | 73.85 | 85.88 | 84.43 | 84.17 | 85.10 | 84.69 | 88.88 | 85.90 | 85.42 | 85.85 | 82.33 | 85.38 | 83.65 | 83.27 | 83.66 | 83.97 |
| 555 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 83.27 | 82.94 | 82.60 | 83.40 | 81.68 | 86.32 | 86.08 | 84.95 | 84.07 | 86.28 | 86.39 | 87.01 | 86.24 | 84.33 | 84.02 | 86.07 | 85.68 | 84.65 | 84.83 | 75.06 | 83.01 | 85.56 | 84.67 | 83.19 | 83.67 | 85.64 |
| 584 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.38 | 86.28 | 85.62 | 84.92 | 87.51 | 88.64 | 86.31 | 85.93 | 85.79 | 86.65 | 87.19 | 87.08 | 86.38 | 86.70 | 85.79 | 87.69 | 86.82 | 87.73 | 88.63 | 89.24 | 84.99 | 84.49 | 87.46 | 87.23 | 85.23 | 87.30 |
| 585 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.72 | 88.83 | 87.30 | 85.68 | 85.55 | 87.43 | 85.49 | 85.76 | 87.09 | 87.17 | 87.51 | 86.86 | 87.63 | 86.28 | 87.29 | 88.50 | 86.64 | 87.63 | 88.09 | 87.23 | 86.68 | 85.63 | 87.58 | 86.43 | 86.55 | 87.50 |
| 586 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.53 | 87.16 | 86.96 | 86.34 | 85.72 | 86.55 | 87.28 | 87.37 | 86.11 | 86.10 | 86.80 | 88.39 | 87.18 | 86.62 | 85.88 | 87.10 | 85.11 | 86.94 | 86.07 | 87.27 | 86.14 | 86.60 | 87.54 | 83.95 | 86.08 | 86.03 |
| 587 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.64 | 86.26 | 86.20 | 86.10 | 85.54 | 86.99 | 87.26 | 86.49 | 87.93 | 87.43 | 86.60 | 87.17 | 87.25 | 86.59 | 86.52 | 88.23 | 86.19 | 85.89 | 88.01 | 86.97 | 85.62 | 84.09 | 86.85 | 85.03 | 86.15 | 85.31 |
| 616 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.54 | 86.28 | 85.45 | 87.10 | 86.71 | 87.46 | 86.03 | 87.42 | 87.44 | 86.85 | 87.87 | 87.88 | 88.21 | 86.09 | 86.48 | 87.66 | 87.05 | 86.02 | 87.18 | 88.15 | 84.39 | 85.94 | 85.24 | 85.30 | 86.29 | 84.43 |
| 617 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.38 | 85.92 | 85.62 | 85.57 | 85.43 | 86.00 | 85.79 | 86.89 | 87.14 | 86.50 | 86.78 | 86.61 | 88.37 | 85.89 | 85.43 | 87.08 | 86.73 | 87.48 | 88.34 | 86.98 | 85.37 | 83.77 | 88.57 | 85.61 | 84.73 | 87.06 |
| 618 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.19 | 86.88 | 84.82 | 85.28 | 86.56 | 85.72 | 87.27 | 86.65 | 87.34 | 87.61 | 86.35 | 86.85 | 87.28 | 86.93 | 88.61 | 88.59 | 86.29 | 88.32 | 88.16 | 89.21 | 82.93 | 84.33 | 88.31 | 84.88 | 86.80 | 84.66 |
| 619 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 85.06 | 87.60 | 87.37 | 84.30 | 85.85 | 86.60 | 87.17 | 86.59 | 88.10 | 87.72 | 89.58 | 88.08 | 87.71 | 87.32 | 87.00 | 85.50 | 88.31 | 84.82 | 87.79 | 86.21 | 85.45 | 84.27 | 85.27 | 85.74 | 85.24 | 86.74 |
| 648 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.00 | 86.34 | 86.48 | 86.80 | 87.07 | 86.64 | 86.77 | 86.70 | 87.82 | 84.96 | 88.04 | 86.85 | 86.76 | 86.17 | 85.87 | 86.84 | 87.82 | 86.68 | 86.36 | 87.88 | 86.88 | 83.56 | 86.51 | 86.24 | 87.36 | 85.49 |
| 649 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.42 | 84.91 | 87.07 | 85.68 | 86.56 | 87.78 | 86.46 | 85.86 | 86.77 | 87.22 | 87.70 | 84.94 | 87.90 | 87.20 | 87.51 | 86.27 | 85.87 | 86.93 | 87.49 | 87.32 | 85.43 | 85.14 | 89.02 | 86.87 | 85.76 | 86.93 |
| 650 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 83.86 | 87.72 | 86.72 | 87.06 | 87.25 | 87.40 | 87.12 | 87.10 | 87.66 | 85.76 | 87.74 | 85.55 | 88.45 | 87.08 | 86.24 | 87.33 | 87.67 | 88.72 | 87.03 | 87.98 | 85.40 | 86.64 | 86.61 | 86.47 | 84.08 | 85.20 |
| 651 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.25 | 85.85 | 87.20 | 87.51 | 86.18 | 88.04 | 87.84 | 86.45 | 87.65 | 87.92 | 86.47 | 88.13 | 86.73 | 86.04 | 85.94 | 86.92 | 85.45 | 86.22 | 87.41 | 86.15 | 87.88 | 85.45 | 85.92 | 86.06 | 86.37 | 86.86 |
| 680 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 85.53 | 87.48 | 86.04 | 85.36 | 86.84 | 87.57 | 85.77 | 86.68 | 86.36 | 88.92 | 87.82 | 86.59 | 87.45 | 87.69 | 85.58 | 86.44 | 86.93 | 87.00 | 86.81 | 87.97 | 85.02 | 84.12 | 84.73 | 83.11 | 86.72 | 84.43 |
| 681 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 85.43 | 86.73 | 84.77 | 84.92 | 85.25 | 87.35 | 88.52 | 86.05 | 86.62 | 87.06 | 87.20 | 86.93 | 87.96 | 87.22 | 84.97 | 87.76 | 85.36 | 88.32 | 88.23 | 87.55 | 82.77 | 84.41 | 84.66 | 87.26 | 84.86 | 85.38 |
| 682 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.54 | 86.23 | 85.47 | 85.57 | 84.96 | 85.59 | 86.03 | 86.40 | 86.86 | 87.70 | 86.80 | 87.15 | 86.16 | 85.79 | 84.81 | 88.01 | 84.88 | 87.70 | 88.05 | 86.60 | 85.73 | 84.46 | 84.54 | 85.54 | 84.02 | 84.32 |
| 683 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.48 | 85.95 | 88.05 | 86.59 | 86.96 | 87.17 | 86.05 | 86.91 | 86.59 | 86.09 | 87.88 | 86.43 | 88.22 | 86.29 | 85.90 | 88.44 | 85.77 | 87.78 | 87.44 | 87.89 | 84.06 | 83.75 | 86.38 | 86.19 | 86.93 | 85.02 |
| 712 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 85.43 | 86.35 | 85.82 | 86.28 | 86.89 | 84.77 | 85.27 | 86.83 | 88.42 | 87.84 | 87.05 | 85.74 | 88.87 | 86.90 | 86.55 | 86.11 | 85.69 | 86.17 | 87.01 | 86.68 | 84.39 | 84.51 | 84.59 | 85.49 | 85.65 | 86.03 |
| 713 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 85.14 | 86.95 | 85.73 | 85.77 | 85.65 | 86.36 | 86.76 | 86.20 | 88.07 | 86.97 | 87.04 | 87.68 | 84.97 | 85.42 | 85.79 | 87.08 | 86.46 | 87.59 | 88.15 | 86.44 | 85.78 | 85.98 | 84.69 | 84.43 | 85.44 | 84.53 |
| 714 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 85.75 | 86.91 | 84.61 | 85.22 | 83.79 | 86.99 | 86.11 | 86.21 | 87.33 | 86.21 | 87.26 | 87.11 | 88.00 | 84.74 | 85.26 | 86.20 | 86.78 | 86.86 | 86.75 | 87.61 | 85.18 | 83.32 | 86.38 | 84.05 | 85.52 | 86.31 |
| 715 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.38 | 85.77 | 85.31 | 86.38 | 86.65 | 87.55 | 85.19 | 86.41 | 87.63 | 87.25 | 85.66 | 85.77 | 84.97 | 87.62 | 85.44 | 84.63 | 86.22 | 87.18 | 87.27 | 86.05 | 83.16 | 86.09 | 83.60 | 84.57 | 82.68 | 84.39 |
| 744 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 85.21 | 86.40 | 86.37 | 84.74 | 84.61 | 87.59 | 86.97 | 86.84 | 86.97 | 86.98 | 87.63 | 85.48 | 87.58 | 87.27 | 86.64 | 88.39 | 85.01 | 88.34 | 87.41 | 87.02 | 84.27 | 84.74 | 83.36 | 83.13 | 83.49 | 83.05 |
| 745 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 84.59 | 86.37 | 86.46 | 84.81 | 83.84 | 86.41 | 85.22 | 86.39 | 86.11 | 87.81 | 85.66 | 87.84 | 87.75 | 85.70 | 85.43 | 88.79 | 85.64 | 86.49 | 87.28 | 87.31 | 86.01 | 82.62 | 85.45 | 84.70 | 81.77 | 84.71 |
| 746 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 83.52 | 85.79 | 86.28 | 86.33 | 86.35 | 86.41 | 85.98 | 85.21 | 87.07 | 86.20 | 86.61 | 86.19 | 89.02 | 85.95 | 85.81 | 88.63 | 85.51 | 88.39 | 85.70 | 85.79 | 84.24 | 83.90 | 87.66 | 85.18 | 83.00 | 85.61 |
| 747 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.32 | 85.79 | 84.70 | 86.32 | 84.33 | 85.47 | 84.58 | 85.40 | 87.22 | 84.46 | 85.55 | 87.13 | 87.31 | 86.19 | 85.43 | 87.47 | 85.72 | 88.14 | 88.09 | 85.90 | 84.63 | 83.36 | 85.87 | 84.70 | 84.53 | 85.11 |
| 776 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 85.77 | 85.80 | 85.82 | 87.14 | 85.73 | 87.77 | 87.19 | 85.41 | 87.89 | 87.13 | 88.61 | 86.80 | 86.66 | 84.75 | 86.68 | 87.25 | 85.77 | 87.98 | 88.38 | 75.22 | 86.12 | 86.17 | 85.33 | 85.51 | 85.75 | 84.53 |
| 777 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 85.13 | 84.46 | 85.17 | 85.85 | 85.25 | 86.74 | 87.65 | 86.20 | 88.12 | 85.95 | 86.40 | 88.31 | 87.91 | 86.90 | 85.31 | 75.19 | 86.88 | 88.94 | 87.97 | 86.10 | 85.80 | 85.34 | 85.22 | 85.52 | 85.84 | 87.57 |
| 778 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 85.89 | 86.83 | 85.86 | 86.05 | 87.92 | 87.43 | 87.15 | 86.08 | 87.78 | 85.84 | 86.63 | 87.00 | 85.80 | 87.23 | 86.53 | 87.70 | 85.99 | 87.04 | 87.52 | 86.74 | 86.26 | 83.14 | 85.74 | 84.76 | 86.22 | 86.94 |
| 779 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 85.19 | 86.04 | 86.88 | 86.69 | 85.19 | 87.67 | 85.23 | 87.54 | 87.21 | 86.92 | 87.33 | 87.26 | 86.12 | 88.16 | 86.37 | 86.18 | 86.23 | 87.17 | 87.52 | 87.54 | 85.44 | 83.58 | 85.69 | 85.49 | 84.81 | 85.50 |
| 808 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 84.86 | 85.84 | 85.82 | 86.35 | 84.30 | 74.89 | 73.84 | 85.96 | 87.98 | 85.88 | 74.27 | 73.61 | 85.87 | 85.24 | 85.35 | 75.49 | 87.24 | 89.12 | 74.57 | 88.23 | 84.21 | 83.66 | 86.39 | 63.71 | 85.31 | 84.15 |
| 809 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.33 | 86.89 | 86.24 | 84.03 | 85.75 | 86.39 | 85.74 | 85.78 | 87.34 | 84.89 | 87.52 | 85.96 | 86.95 | 86.11 | 86.27 | 86.85 | 74.39 | 87.53 | 74.51 | 74.27 | 86.04 | 84.47 | 87.24 | 83.72 | 86.08 | 84.28 |
| 810 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.58 | 85.94 | 84.94 | 85.95 | 86.89 | 87.56 | 74.14 | 87.11 | 86.44 | 87.42 | 88.56 | 87.19 | 85.92 | 86.67 | 86.90 | 75.41 | 86.46 | 86.66 | 87.04 | 86.96 | 84.17 | 83.63 | 83.59 | 84.43 | 86.13 | 84.41 |
| 811 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.43 | 85.44 | 87.24 | 85.93 | 86.22 | 86.53 | 86.17 | 85.91 | 85.65 | 85.37 | 86.88 | 86.13 | 87.25 | 87.54 | 85.56 | 87.59 | 86.81 | 75.03 | 87.25 | 86.96 | 83.63 | 83.91 | 85.14 | 52.83 | 84.10 | 86.10 |
| 840 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 85.71 | 85.57 | 84.72 | 85.26 | 86.18 | 84.98 | 87.14 | 86.50 | 85.11 | 85.20 | 87.37 | 88.28 | 86.05 | 86.08 | 85.28 | 87.49 | 85.78 | 85.87 | 75.24 | 75.12 | 84.36 | 83.73 | 83.96 | 83.67 | 83.41 | 85.27 |
| 841 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 85.88 | 88.20 | 84.80 | 85.33 | 86.57 | 86.41 | 85.91 | 86.08 | 85.40 | 86.70 | 88.00 | 87.14 | 86.20 | 85.06 | 86.15 | 86.04 | 87.91 | 73.41 | 86.51 | 86.87 | 82.74 | 83.10 | 86.39 | 84.07 | 53.58 | 84.23 |
| 842 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 85.06 | 74.59 | 83.53 | 83.80 | 85.21 | 86.79 | 86.64 | 84.17 | 87.68 | 73.99 | 85.52 | 84.88 | 85.56 | 85.03 | 86.23 | 86.92 | 87.24 | 74.38 | 87.80 | 88.03 | 83.82 | 84.61 | 84.26 | 84.09 | 84.57 | 85.16 |
| 843 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 84.62 | 84.22 | 84.36 | 84.60 | 84.02 | 73.64 | 85.45 | 72.67 | 86.30 | 85.78 | 74.13 | 74.79 | 74.34 | 85.15 | 87.18 | 75.94 | 85.67 | 74.87 | 89.08 | 74.45 | 84.38 | 83.32 | 84.12 | 53.91 | 84.98 | 54.07 |
| 872 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.68 | 86.86 | 86.62 | 86.44 | 86.75 | 86.60 | 86.01 | 86.33 | 86.30 | 86.05 | 87.82 | 88.14 | 87.05 | 86.37 | 85.34 | 87.37 | 86.68 | 87.53 | 88.43 | 87.50 | 82.62 | 85.28 | 85.18 | 86.49 | 86.47 | 86.24 |
| 873 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.14 | 88.38 | 86.19 | 87.94 | 83.68 | 87.79 | 85.56 | 86.67 | 87.43 | 87.31 | 87.00 | 87.56 | 89.04 | 84.52 | 85.55 | 87.17 | 87.54 | 86.46 | 86.61 | 88.16 | 85.94 | 86.76 | 86.88 | 87.40 | 84.70 | 86.79 |
| 874 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 85.99 | 86.59 | 84.63 | 85.84 | 85.59 | 86.34 | 86.60 | 87.05 | 87.79 | 87.43 | 87.61 | 88.19 | 85.72 | 86.62 | 87.21 | 86.28 | 85.53 | 87.14 | 87.34 | 87.65 | 85.37 | 83.25 | 87.78 | 85.97 | 84.89 | 86.36 |
| 875 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.79 | 86.72 | 87.12 | 85.91 | 86.02 | 86.36 | 87.40 | 87.23 | 86.34 | 86.95 | 87.33 | 87.29 | 86.76 | 86.50 | 86.55 | 87.47 | 86.29 | 87.58 | 88.05 | 87.64 | 84.74 | 85.46 | 86.72 | 86.23 | 86.73 | 85.10 |
| 904 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.47 | 87.18 | 86.67 | 85.47 | 88.74 | 87.10 | 85.29 | 87.38 | 87.29 | 88.06 | 87.93 | 86.82 | 86.69 | 86.35 | 86.51 | 87.67 | 85.84 | 86.10 | 88.52 | 86.97 | 84.35 | 84.94 | 86.11 | 84.60 | 85.63 | 84.71 |
| 905 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.37 | 85.70 | 87.59 | 85.57 | 84.86 | 85.76 | 86.53 | 86.21 | 85.60 | 87.53 | 88.03 | 88.23 | 87.40 | 86.83 | 87.91 | 86.08 | 85.00 | 87.73 | 87.42 | 85.99 | 86.62 | 84.30 | 87.37 | 84.82 | 86.18 | 85.53 |
| 906 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.95 | 86.51 | 87.06 | 85.76 | 86.44 | 86.22 | 86.58 | 86.87 | 87.19 | 87.22 | 88.41 | 87.98 | 87.67 | 87.32 | 86.09 | 89.29 | 85.88 | 87.71 | 88.63 | 88.17 | 85.30 | 85.37 | 87.84 | 86.04 | 84.81 | 86.26 |
| 907 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 85.81 | 85.16 | 86.97 | 85.65 | 87.19 | 86.78 | 86.06 | 86.79 | 86.99 | 87.47 | 88.41 | 88.50 | 88.07 | 86.72 | 88.22 | 85.82 | 87.53 | 87.68 | 86.82 | 87.25 | 86.20 | 86.29 | 85.62 | 85.90 | 86.75 | 86.71 |
| 936 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.29 | 86.15 | 84.74 | 87.04 | 86.53 | 86.26 | 86.55 | 86.47 | 86.68 | 86.84 | 86.74 | 88.24 | 87.36 | 86.29 | 86.23 | 88.62 | 84.50 | 87.87 | 86.55 | 86.38 | 85.43 | 86.32 | 82.71 | 84.30 | 86.04 | 86.31 |
| 937 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.32 | 85.94 | 88.05 | 86.54 | 85.44 | 84.49 | 86.84 | 87.28 | 87.01 | 86.83 | 87.41 | 86.07 | 87.96 | 86.21 | 87.14 | 87.79 | 86.40 | 88.30 | 87.63 | 88.30 | 84.60 | 87.41 | 86.35 | 85.10 | 86.18 | 84.69 |
| 938 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.82 | 85.44 | 87.25 | 85.57 | 85.87 | 85.04 | 86.92 | 86.48 | 87.04 | 86.59 | 88.89 | 85.59 | 87.28 | 87.09 | 85.43 | 87.88 | 86.03 | 88.16 | 88.25 | 87.16 | 85.97 | 85.59 | 86.52 | 84.97 | 86.20 | 85.66 |
| 939 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.67 | 87.39 | 87.55 | 86.72 | 86.09 | 87.76 | 85.72 | 86.80 | 87.54 | 87.28 | 86.83 | 85.97 | 88.22 | 89.26 | 87.39 | 85.58 | 87.75 | 87.17 | 87.72 | 86.70 | 86.18 | 86.62 | 88.59 | 85.72 | 85.96 | 86.98 |
| 968 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 85.99 | 86.09 | 86.19 | 85.80 | 86.18 | 87.10 | 87.45 | 86.85 | 87.65 | 86.46 | 85.93 | 87.04 | 86.07 | 85.37 | 86.06 | 87.76 | 86.22 | 87.80 | 87.89 | 87.42 | 84.67 | 83.64 | 86.89 | 83.14 | 85.05 | 84.10 |
| 969 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.47 | 85.89 | 85.94 | 87.20 | 86.06 | 86.62 | 86.43 | 87.00 | 87.72 | 87.98 | 86.54 | 87.57 | 86.99 | 87.43 | 85.82 | 86.23 | 85.51 | 87.18 | 87.36 | 86.26 | 85.54 | 85.49 | 84.31 | 85.00 | 86.30 | 85.06 |
| 970 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 85.66 | 86.05 | 86.57 | 85.91 | 85.64 | 86.76 | 85.76 | 87.76 | 86.55 | 86.84 | 87.20 | 85.34 | 86.73 | 88.54 | 86.40 | 87.43 | 85.40 | 86.83 | 87.24 | 88.09 | 86.56 | 82.81 | 86.55 | 85.95 | 85.53 | 86.19 |
| 971 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.49 | 85.11 | 84.81 | 86.73 | 86.07 | 87.25 | 86.00 | 86.93 | 86.53 | 86.17 | 87.49 | 87.56 | 87.59 | 85.69 | 85.86 | 87.63 | 85.82 | 88.05 | 86.11 | 89.27 | 85.50 | 84.88 | 87.38 | 85.23 | 87.29 | 85.57 |
| 1000 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 84.72 | 86.65 | 86.47 | 84.10 | 85.38 | 86.52 | 86.44 | 86.56 | 87.09 | 87.86 | 85.92 | 86.56 | 86.82 | 87.22 | 84.46 | 87.20 | 85.89 | 87.88 | 87.68 | 88.74 | 84.99 | 84.92 | 85.14 | 85.27 | 86.28 | 85.30 |
| 1001 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.17 | 85.03 | 86.47 | 86.05 | 86.60 | 86.26 | 87.20 | 86.55 | 88.21 | 85.87 | 87.60 | 88.06 | 87.15 | 86.43 | 84.95 | 86.20 | 86.08 | 88.82 | 87.32 | 88.07 | 86.50 | 83.69 | 86.01 | 84.18 | 86.15 | 85.21 |
| 1002 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 85.47 | 85.29 | 86.79 | 85.75 | 85.38 | 87.03 | 85.25 | 86.36 | 86.73 | 87.16 | 86.83 | 87.50 | 87.25 | 86.94 | 85.61 | 88.01 | 85.99 | 85.54 | 86.70 | 86.33 | 84.56 | 85.74 | 85.80 | 84.43 | 86.40 | 82.84 |
| 1003 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.09 | 86.17 | 83.77 | 86.45 | 87.83 | 87.37 | 85.16 | 86.48 | 86.32 | 87.17 | 87.20 | 87.65 | 87.23 | 86.64 | 86.59 | 87.88 | 86.94 | 85.90 | 86.08 | 88.89 | 85.64 | 84.56 | 85.53 | 83.35 | 85.09 | 85.11 |
| 1032 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.18 | 85.96 | 86.26 | 85.15 | 85.69 | 85.71 | 86.64 | 85.93 | 85.76 | 87.23 | 86.69 | 85.68 | 86.57 | 87.33 | 86.47 | 86.64 | 85.36 | 86.62 | 86.02 | 85.25 | 82.72 | 85.19 | 81.96 | 83.72 | 84.41 | 84.62 |
| 1033 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.55 | 84.94 | 86.68 | 85.82 | 84.52 | 86.00 | 84.75 | 86.02 | 85.51 | 86.06 | 84.88 | 86.57 | 87.56 | 83.99 | 84.71 | 85.26 | 86.77 | 86.71 | 88.15 | 86.30 | 82.99 | 83.32 | 85.29 | 84.53 | 85.31 | 84.70 |
| 1034 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 84.49 | 85.92 | 87.67 | 84.35 | 85.37 | 85.44 | 85.27 | 86.05 | 87.12 | 86.26 | 88.40 | 87.81 | 87.90 | 84.79 | 85.71 | 86.58 | 87.25 | 86.87 | 87.78 | 86.94 | 85.19 | 85.08 | 84.25 | 83.81 | 86.19 | 84.43 |
| 1035 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.99 | 86.78 | 85.45 | 85.56 | 84.98 | 85.75 | 85.78 | 85.45 | 86.49 | 85.09 | 86.52 | 85.88 | 87.72 | 86.13 | 85.48 | 89.08 | 86.34 | 87.45 | 87.88 | 86.67 | 83.20 | 84.88 | 83.22 | 83.62 | 83.38 | 83.06 |
| 1064 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.84 | 86.72 | 86.43 | 86.41 | 86.63 | 87.20 | 86.72 | 86.14 | 86.90 | 88.26 | 87.41 | 88.52 | 85.61 | 86.95 | 85.95 | 87.49 | 87.04 | 88.10 | 75.74 | 86.74 | 86.86 | 83.93 | 84.93 | 83.57 | 85.79 | 85.51 |
| 1065 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.18 | 85.21 | 84.25 | 86.76 | 86.31 | 86.97 | 87.27 | 86.36 | 85.15 | 87.55 | 88.23 | 87.40 | 86.81 | 85.32 | 86.17 | 86.63 | 87.59 | 88.20 | 86.93 | 87.55 | 85.56 | 84.53 | 86.69 | 84.42 | 84.70 | 84.37 |
| 1066 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 85.00 | 84.49 | 85.80 | 85.89 | 85.32 | 87.26 | 86.91 | 87.35 | 87.21 | 85.23 | 88.58 | 87.94 | 88.33 | 86.86 | 86.34 | 87.47 | 86.26 | 87.09 | 85.72 | 87.54 | 85.82 | 84.69 | 88.20 | 84.21 | 85.29 | 85.69 |
| 1067 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 85.25 | 86.04 | 85.28 | 85.63 | 86.44 | 85.88 | 86.81 | 86.19 | 86.62 | 87.63 | 87.62 | 86.16 | 87.01 | 87.69 | 84.18 | 86.55 | 74.61 | 87.99 | 86.56 | 87.70 | 84.76 | 83.76 | 85.15 | 84.97 | 86.88 | 83.95 |
| 1096 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.25 | 86.48 | 84.91 | 86.13 | 85.33 | 86.78 | 85.38 | 85.92 | 87.29 | 87.78 | 75.06 | 87.12 | 85.86 | 87.07 | 86.26 | 84.79 | 86.52 | 86.75 | 75.09 | 86.93 | 83.95 | 84.30 | 85.13 | 84.60 | 86.61 | 83.99 |
| 1097 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.40 | 84.99 | 85.72 | 86.42 | 84.59 | 86.96 | 85.98 | 86.38 | 87.11 | 87.32 | 87.33 | 75.24 | 87.05 | 84.48 | 86.76 | 87.09 | 87.00 | 72.76 | 85.96 | 85.58 | 86.60 | 82.52 | 86.07 | 83.52 | 86.52 | 85.04 |
| 1098 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.56 | 85.69 | 84.97 | 84.60 | 87.09 | 86.82 | 86.56 | 85.63 | 87.39 | 85.60 | 74.56 | 86.80 | 87.96 | 85.58 | 85.88 | 87.03 | 85.55 | 85.37 | 74.58 | 87.61 | 85.69 | 82.99 | 87.26 | 86.00 | 86.42 | 85.87 |
| 1099 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 85.62 | 86.89 | 74.03 | 84.97 | 85.46 | 85.13 | 84.50 | 87.68 | 86.32 | 87.69 | 87.64 | 85.53 | 85.73 | 86.08 | 87.34 | 86.57 | 87.45 | 85.54 | 74.16 | 88.62 | 84.74 | 84.77 | 86.02 | 83.02 | 84.92 | 86.98 |
| 1128 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 84.42 | 85.71 | 84.06 | 84.69 | 84.51 | 85.20 | 87.59 | 86.89 | 85.28 | 87.13 | 73.62 | 74.33 | 88.98 | 85.96 | 54.01 | 87.01 | 85.85 | 87.47 | 88.30 | 86.71 | 85.74 | 84.72 | 81.18 | 83.68 | 84.77 | 53.02 |
| 1129 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 84.71 | 86.27 | 84.47 | 86.26 | 84.57 | 74.15 | 85.84 | 85.11 | 87.68 | 86.58 | 85.98 | 86.95 | 85.89 | 84.91 | 87.11 | 86.67 | 86.41 | 75.63 | 75.11 | 84.23 | 83.40 | 84.28 | 84.64 | 85.37 | 53.22 | 85.23 |
| 1130 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 85.08 | 86.31 | 85.53 | 84.29 | 73.58 | 86.93 | 87.06 | 86.66 | 87.51 | 85.12 | 85.93 | 87.64 | 87.03 | 86.63 | 85.18 | 75.58 | 85.88 | 86.22 | 75.66 | 85.67 | 84.77 | 82.89 | 84.81 | 85.11 | 54.36 | 83.69 |
| 1131 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 85.03 | 86.34 | 74.12 | 83.24 | 84.89 | 86.44 | 85.71 | 86.63 | 85.78 | 86.65 | 74.75 | 73.87 | 73.96 | 86.77 | 84.75 | 87.04 | 88.24 | 86.56 | 86.10 | 73.72 | 85.98 | 82.56 | 84.40 | 84.44 | 83.44 | 83.66 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.69 | 84.00 | 88.02 | 86.15 | 86.71 | 86.48 | 86.54 | 82.35 | 83.96 | 87.10 | 86.66 | 85.61 | 88.72 | 87.40 | 84.79 | 88.39 | 84.48 | 88.29 | 88.59 | 87.23 | 86.18 | 85.29 | 84.88 | 86.09 | 87.83 | 86.77 |
| 9 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.85 | 88.19 | 87.60 | 85.67 | 82.61 | 85.95 | 86.48 | 87.73 | 89.01 | 88.00 | 86.90 | 86.68 | 88.54 | 84.67 | 86.28 | 88.53 | 86.01 | 88.61 | 89.20 | 87.57 | 86.88 | 83.87 | 88.63 | 86.16 | 88.20 | 85.59 |
| 10 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.59 | 87.28 | 89.58 | 86.99 | 87.08 | 88.08 | 87.73 | 86.57 | 91.25 | 88.02 | 86.92 | 88.38 | 86.85 | 88.48 | 86.50 | 89.20 | 86.60 | 85.31 | 89.10 | 87.06 | 88.02 | 85.80 | 87.85 | 86.60 | 86.53 | 87.45 |
| 11 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.72 | 87.99 | 88.95 | 86.83 | 86.16 | 86.13 | 87.37 | 86.98 | 87.34 | 85.07 | 88.70 | 85.89 | 88.21 | 90.36 | 88.14 | 89.48 | 87.03 | 88.99 | 88.34 | 89.62 | 87.19 | 86.12 | 90.41 | 86.88 | 87.74 | 85.39 |
| 40 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.24 | 87.25 | 87.81 | 84.21 | 85.28 | 85.09 | 87.14 | 85.86 | 87.07 | 88.87 | 86.14 | 87.17 | 85.65 | 85.47 | 86.72 | 88.15 | 85.94 | 87.84 | 85.34 | 88.50 | 85.55 | 86.36 | 87.55 | 86.96 | 82.86 | 83.63 |
| 41 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 19.58 | 89.63 | 90.52 | 87.45 | 88.68 | 85.55 | 87.70 | 88.26 | 89.75 | 89.02 | 89.25 | 88.73 | 90.62 | 90.08 | 88.60 | 90.16 | 89.16 | 91.36 | 88.60 | 87.13 | 87.89 | 90.08 | 88.05 | 90.44 | 85.96 | 87.02 |
| 42 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.42 | 85.41 | 19.58 | 86.28 | 90.47 | 88.54 | 87.85 | 89.26 | 91.15 | 86.13 | 85.44 | 85.96 | 88.72 | 86.25 | 88.11 | 87.11 | 90.36 | 87.40 | 89.54 | 90.69 | 88.98 | 87.04 | 88.34 | 86.25 | 88.03 | 87.74 |
| 43 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.10 | 88.58 | 89.12 | 86.26 | 88.78 | 88.56 | 87.84 | 89.57 | 88.12 | 90.81 | 89.14 | 89.68 | 88.13 | 87.55 | 87.29 | 88.44 | 89.91 | 19.58 | 90.53 | 19.58 | 89.12 | 88.66 | 90.20 | 90.42 | 88.59 | 89.71 |
| 72 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.99 | 86.79 | 89.22 | 85.72 | 88.21 | 84.76 | 88.83 | 86.73 | 82.64 | 89.47 | 88.59 | 87.50 | 87.97 | 89.39 | 86.89 | 88.78 | 85.77 | 88.80 | 88.54 | 88.87 | 86.35 | 86.10 | 86.56 | 83.87 | 84.85 | 84.00 |
| 73 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.25 | 86.82 | 87.35 | 89.21 | 86.81 | 87.03 | 88.33 | 86.94 | 88.42 | 87.73 | 87.12 | 89.95 | 89.08 | 90.04 | 88.81 | 87.38 | 87.31 | 88.47 | 88.50 | 87.53 | 88.13 | 85.83 | 86.16 | 87.62 | 86.01 | 87.59 |
| 74 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.79 | 88.51 | 87.52 | 86.38 | 90.24 | 87.50 | 87.25 | 86.35 | 87.67 | 87.56 | 87.28 | 88.53 | 89.73 | 88.05 | 84.61 | 87.42 | 88.98 | 90.03 | 89.70 | 88.13 | 86.60 | 86.42 | 86.02 | 87.82 | 87.44 | 87.16 |
| 75 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 85.19 | 89.44 | 87.97 | 90.18 | 89.04 | 85.60 | 88.42 | 88.91 | 89.72 | 89.06 | 85.38 | 88.05 | 90.36 | 90.50 | 90.08 | 88.88 | 87.73 | 90.17 | 88.73 | 90.02 | 88.11 | 86.06 | 84.91 | 87.09 | 87.17 | 85.56 |
| 104 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.34 | 88.47 | 88.11 | 87.11 | 86.04 | 87.52 | 88.74 | 88.72 | 89.00 | 87.23 | 89.40 | 88.46 | 87.90 | 88.96 | 84.49 | 88.83 | 87.51 | 88.65 | 88.85 | 88.35 | 88.60 | 87.16 | 88.47 | 83.76 | 86.08 | 85.22 |
| 105 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.48 | 88.55 | 88.53 | 88.67 | 89.88 | 88.51 | 90.03 | 87.33 | 89.02 | 89.93 | 90.16 | 86.71 | 89.82 | 89.07 | 87.49 | 90.04 | 89.77 | 88.66 | 87.11 | 88.63 | 88.91 | 89.22 | 88.97 | 87.00 | 87.67 | 87.21 |
| 106 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 85.89 | 89.60 | 88.93 | 87.22 | 87.83 | 84.53 | 89.45 | 88.71 | 87.72 | 89.70 | 88.13 | 88.35 | 88.57 | 87.80 | 88.01 | 89.65 | 87.80 | 88.12 | 88.25 | 88.39 | 87.40 | 87.43 | 87.53 | 86.39 | 88.35 | 86.82 |
| 107 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.04 | 88.61 | 88.19 | 88.17 | 89.11 | 85.47 | 90.52 | 90.37 | 89.91 | 87.99 | 88.38 | 88.53 | 88.47 | 88.64 | 89.40 | 91.32 | 91.64 | 88.01 | 89.31 | 87.71 | 87.51 | 85.60 | 89.00 | 90.48 | 88.30 | 86.66 |
| 136 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.82 | 87.76 | 88.33 | 86.63 | 84.13 | 85.57 | 90.02 | 89.54 | 90.51 | 86.91 | 89.71 | 89.12 | 86.62 | 87.53 | 86.93 | 92.04 | 89.09 | 87.60 | 89.14 | 87.54 | 86.87 | 85.25 | 88.48 | 76.87 | 86.97 | 83.72 |
| 137 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.88 | 87.77 | 87.58 | 88.09 | 88.20 | 86.41 | 87.16 | 88.77 | 88.86 | 88.60 | 88.23 | 88.54 | 89.11 | 87.83 | 87.95 | 88.31 | 87.86 | 87.47 | 86.83 | 87.86 | 87.94 | 87.03 | 90.07 | 88.30 | 87.48 | 88.22 |
| 138 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.24 | 87.93 | 90.34 | 87.85 | 88.68 | 85.86 | 87.04 | 87.13 | 88.91 | 86.96 | 87.33 | 88.81 | 90.49 | 90.94 | 89.20 | 89.33 | 88.41 | 89.59 | 89.55 | 88.22 | 89.63 | 88.76 | 90.34 | 86.55 | 87.32 | 87.61 |
| 139 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.82 | 88.72 | 88.81 | 84.82 | 90.86 | 86.17 | 89.58 | 87.82 | 88.05 | 89.87 | 88.67 | 87.65 | 89.34 | 88.87 | 86.00 | 89.15 | 87.16 | 90.43 | 87.72 | 90.29 | 89.17 | 87.26 | 87.01 | 87.52 | 86.37 | 87.77 |
| 168 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 85.95 | 86.80 | 88.35 | 86.98 | 89.83 | 84.53 | 88.22 | 89.71 | 87.48 | 88.69 | 88.27 | 86.96 | 87.30 | 89.04 | 86.82 | 87.31 | 88.81 | 88.27 | 90.40 | 86.76 | 88.22 | 89.42 | 86.09 | 86.77 | 85.82 | 87.72 |
| 169 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.78 | 88.81 | 88.31 | 87.40 | 89.15 | 86.78 | 85.97 | 88.39 | 87.72 | 89.52 | 87.99 | 87.17 | 90.53 | 87.88 | 88.33 | 88.44 | 90.23 | 90.27 | 86.53 | 87.56 | 87.27 | 89.28 | 88.50 | 86.33 | 85.25 | 87.16 |
| 170 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.63 | 88.29 | 86.88 | 86.82 | 88.95 | 88.07 | 87.82 | 88.03 | 88.79 | 89.64 | 86.64 | 88.89 | 89.68 | 88.59 | 87.13 | 87.93 | 88.94 | 89.54 | 85.02 | 88.44 | 90.76 | 85.88 | 86.76 | 86.17 | 86.61 | 85.50 |
| 171 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.47 | 87.69 | 89.49 | 88.34 | 87.70 | 88.06 | 87.91 | 90.13 | 88.36 | 89.58 | 87.17 | 87.43 | 88.23 | 88.44 | 89.30 | 89.77 | 87.78 | 88.53 | 89.83 | 88.44 | 87.14 | 88.39 | 88.56 | 86.42 | 86.97 | 89.06 |
| 200 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.27 | 87.36 | 88.46 | 85.44 | 87.62 | 87.61 | 87.92 | 88.53 | 88.66 | 89.67 | 88.75 | 87.69 | 88.61 | 86.90 | 88.22 | 90.10 | 87.60 | 88.52 | 88.23 | 88.78 | 62.36 | 63.26 | 85.10 | 87.15 | 87.78 | 88.16 |
| 201 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.91 | 86.41 | 88.30 | 88.87 | 87.52 | 89.27 | 88.25 | 87.36 | 90.01 | 88.54 | 87.50 | 90.43 | 88.89 | 88.00 | 86.61 | 88.57 | 88.62 | 88.95 | 89.64 | 86.96 | 88.83 | 87.73 | 88.63 | 87.45 | 89.75 | 89.55 |
| 202 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.89 | 89.39 | 89.90 | 88.41 | 86.16 | 88.66 | 89.11 | 87.64 | 88.83 | 89.79 | 89.54 | 89.71 | 91.33 | 88.95 | 86.74 | 91.63 | 88.88 | 89.71 | 87.69 | 88.30 | 89.21 | 88.44 | 87.98 | 59.89 | 88.36 | 89.10 |
| 203 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.43 | 89.46 | 85.23 | 85.04 | 87.53 | 87.28 | 88.06 | 89.72 | 89.83 | 88.73 | 71.04 | 89.28 | 89.41 | 88.19 | 87.23 | 89.20 | 70.39 | 89.03 | 88.74 | 89.86 | 89.02 | 88.64 | 88.38 | 86.60 | 87.59 | 88.34 |
| 232 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.17 | 88.50 | 85.11 | 87.57 | 89.88 | 83.79 | 89.21 | 87.73 | 89.39 | 88.66 | 85.92 | 89.58 | 90.27 | 89.80 | 85.53 | 90.36 | 87.23 | 90.22 | 88.36 | 88.23 | 76.21 | 86.51 | 87.49 | 86.52 | 86.89 | 87.09 |
| 233 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.48 | 88.10 | 91.14 | 86.37 | 88.87 | 89.21 | 19.58 | 89.07 | 89.50 | 89.18 | 89.08 | 88.92 | 90.79 | 89.38 | 85.97 | 90.91 | 88.90 | 90.53 | 89.39 | 89.28 | 87.26 | 88.30 | 88.63 | 88.76 | 90.48 | 86.13 |
| 234 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.50 | 88.07 | 88.51 | 86.50 | 87.19 | 87.52 | 88.39 | 90.20 | 90.03 | 87.51 | 90.53 | 87.95 | 88.97 | 87.97 | 87.79 | 85.96 | 88.92 | 72.24 | 90.46 | 88.32 | 87.73 | 88.04 | 88.70 | 88.35 | 88.48 | 88.08 |
| 235 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.36 | 87.38 | 90.42 | 86.58 | 87.72 | 87.90 | 88.46 | 89.54 | 72.07 | 89.60 | 88.50 | 89.09 | 89.83 | 84.20 | 87.81 | 89.74 | 89.44 | 87.95 | 87.61 | 87.28 | 88.85 | 87.36 | 88.46 | 90.26 | 88.77 | 90.68 |
| 264 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.22 | 89.19 | 87.41 | 86.64 | 88.43 | 87.28 | 89.62 | 90.25 | 89.24 | 87.46 | 87.98 | 89.71 | 90.81 | 89.22 | 86.42 | 89.34 | 88.12 | 87.90 | 88.55 | 88.82 | 89.14 | 87.32 | 89.28 | 87.23 | 87.21 | 86.89 |
| 265 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.79 | 88.60 | 89.94 | 88.32 | 90.63 | 88.11 | 89.15 | 86.93 | 89.24 | 91.84 | 88.18 | 85.79 | 90.03 | 89.22 | 88.90 | 89.61 | 89.75 | 88.42 | 88.85 | 88.96 | 86.13 | 90.62 | 90.09 | 89.34 | 88.46 | 87.06 |
| 266 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.11 | 86.37 | 89.71 | 88.20 | 86.21 | 88.34 | 88.82 | 89.31 | 90.68 | 90.03 | 88.32 | 90.04 | 92.00 | 89.37 | 87.34 | 88.08 | 89.40 | 91.04 | 88.94 | 89.34 | 88.45 | 89.12 | 87.54 | 88.38 | 89.06 | 88.87 |
| 267 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.10 | 86.49 | 88.98 | 85.94 | 86.48 | 88.40 | 89.71 | 90.38 | 91.35 | 90.42 | 88.16 | 89.07 | 88.73 | 90.46 | 86.05 | 89.38 | 88.81 | 87.27 | 89.47 | 88.00 | 89.09 | 89.33 | 89.15 | 87.52 | 88.25 | 86.72 |
| 296 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.22 | 85.00 | 87.61 | 86.06 | 87.30 | 85.90 | 86.57 | 85.87 | 85.98 | 86.88 | 86.66 | 88.24 | 85.41 | 88.69 | 87.12 | 87.88 | 87.60 | 85.99 | 87.18 | 85.53 | 88.37 | 86.73 | 86.24 | 86.18 | 87.35 | 85.94 |
| 297 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.62 | 86.10 | 89.70 | 86.72 | 85.76 | 86.45 | 87.83 | 87.00 | 87.21 | 88.68 | 87.15 | 88.24 | 89.39 | 89.00 | 88.03 | 87.35 | 87.53 | 87.13 | 90.51 | 87.47 | 87.16 | 87.28 | 89.48 | 87.85 | 87.87 | 89.17 |
| 298 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.73 | 86.52 | 87.67 | 86.76 | 86.90 | 87.26 | 87.43 | 88.01 | 87.01 | 88.33 | 88.59 | 86.73 | 88.88 | 88.36 | 85.82 | 89.28 | 88.34 | 89.16 | 88.25 | 87.91 | 88.18 | 86.50 | 87.14 | 85.41 | 86.37 | 85.96 |
| 299 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 85.82 | 85.13 | 87.33 | 84.87 | 88.66 | 88.36 | 84.90 | 85.93 | 88.52 | 86.91 | 85.93 | 88.36 | 85.69 | 85.33 | 86.69 | 88.89 | 88.57 | 87.20 | 86.44 | 87.19 | 86.06 | 86.17 | 84.42 | 85.99 | 88.25 | 85.40 |
| 328 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.43 | 86.21 | 87.24 | 73.41 | 86.47 | 86.25 | 87.43 | 88.08 | 88.10 | 87.53 | 87.62 | 87.29 | 91.02 | 89.17 | 84.62 | 87.46 | 87.13 | 89.33 | 88.69 | 87.17 | 87.38 | 86.42 | 87.38 | 86.48 | 85.98 | 83.42 |
| 329 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.65 | 85.25 | 88.58 | 85.36 | 89.10 | 89.09 | 89.36 | 89.15 | 87.75 | 89.75 | 88.33 | 87.24 | 89.24 | 88.05 | 87.89 | 88.97 | 89.27 | 87.68 | 89.13 | 85.38 | 89.51 | 87.51 | 89.69 | 88.12 | 87.79 | 85.86 |
| 330 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.85 | 88.49 | 87.80 | 87.28 | 86.20 | 86.14 | 87.83 | 88.44 | 89.33 | 89.33 | 89.82 | 87.54 | 88.85 | 88.60 | 87.21 | 88.05 | 88.88 | 89.98 | 87.92 | 87.83 | 87.90 | 85.24 | 86.04 | 87.19 | 87.85 | 86.91 |
| 331 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.97 | 88.49 | 87.33 | 88.10 | 86.89 | 88.90 | 89.14 | 87.22 | 90.26 | 88.49 | 88.43 | 88.77 | 89.56 | 89.11 | 89.19 | 89.55 | 88.99 | 90.48 | 86.84 | 89.46 | 89.28 | 88.23 | 87.74 | 84.89 | 86.43 | 85.89 |
| 360 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.81 | 78.62 | 85.14 | 84.75 | 85.94 | 86.31 | 87.06 | 88.46 | 88.21 | 90.20 | 87.57 | 87.03 | 87.78 | 87.85 | 86.86 | 87.62 | 89.91 | 88.24 | 89.18 | 87.35 | 87.55 | 87.16 | 87.69 | 86.94 | 87.50 | 86.40 |
| 361 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.80 | 88.25 | 86.82 | 88.66 | 88.49 | 87.75 | 87.25 | 87.14 | 89.18 | 86.52 | 87.09 | 89.01 | 88.65 | 87.59 | 89.54 | 87.95 | 88.96 | 89.09 | 88.49 | 88.66 | 88.12 | 89.92 | 87.47 | 85.73 | 87.86 | 90.23 |
| 362 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.28 | 87.44 | 87.98 | 86.64 | 89.85 | 84.65 | 87.77 | 88.84 | 88.05 | 89.11 | 89.05 | 88.63 | 87.80 | 89.52 | 86.65 | 89.01 | 90.01 | 86.22 | 88.63 | 87.04 | 88.18 | 86.25 | 88.35 | 87.28 | 88.44 | 84.64 |
| 363 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.09 | 87.07 | 85.41 | 85.70 | 87.64 | 85.24 | 89.71 | 88.92 | 88.80 | 90.39 | 86.43 | 86.91 | 86.65 | 87.81 | 87.45 | 90.58 | 89.10 | 89.91 | 87.62 | 88.99 | 86.96 | 89.15 | 86.01 | 87.00 | 86.60 | 87.37 |
| 392 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 85.26 | 85.93 | 89.54 | 87.56 | 88.93 | 86.22 | 87.02 | 87.84 | 88.54 | 88.68 | 88.50 | 87.70 | 87.39 | 89.65 | 87.07 | 88.64 | 87.92 | 87.81 | 90.46 | 90.56 | 86.84 | 87.81 | 89.17 | 85.81 | 86.34 | 87.26 |
| 393 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.63 | 89.35 | 88.14 | 87.06 | 88.81 | 87.35 | 89.04 | 88.64 | 90.46 | 88.85 | 89.33 | 88.90 | 89.08 | 89.79 | 89.26 | 89.77 | 87.09 | 88.67 | 88.60 | 86.38 | 87.54 | 85.93 | 88.64 | 87.23 | 87.89 | 87.84 |
| 394 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.15 | 87.53 | 86.96 | 89.23 | 88.62 | 88.22 | 91.21 | 89.51 | 89.15 | 90.04 | 88.11 | 88.14 | 89.29 | 89.11 | 88.01 | 90.81 | 88.51 | 90.36 | 88.72 | 86.23 | 87.68 | 87.03 | 86.58 | 87.90 | 87.75 | 87.30 |
| 395 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.43 | 88.10 | 89.31 | 88.24 | 87.15 | 86.86 | 87.13 | 87.12 | 87.83 | 89.07 | 88.57 | 88.06 | 89.81 | 87.92 | 89.69 | 89.38 | 89.25 | 89.07 | 86.33 | 89.91 | 88.15 | 88.01 | 85.50 | 87.40 | 86.09 | 86.78 |
| 424 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.95 | 87.72 | 89.58 | 86.93 | 85.19 | 89.33 | 86.79 | 86.66 | 87.85 | 87.91 | 88.38 | 87.34 | 88.75 | 87.97 | 86.45 | 88.53 | 90.63 | 87.74 | 87.23 | 88.43 | 87.15 | 86.13 | 87.69 | 86.72 | 86.31 | 86.15 |
| 425 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.04 | 88.74 | 89.94 | 88.82 | 87.08 | 85.92 | 90.04 | 86.86 | 88.46 | 90.59 | 88.71 | 86.52 | 89.64 | 90.10 | 89.40 | 89.59 | 89.37 | 88.88 | 88.78 | 89.81 | 88.71 | 88.31 | 88.86 | 88.51 | 87.64 | 89.11 |
| 426 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.79 | 90.79 | 89.31 | 89.13 | 86.35 | 87.52 | 88.45 | 90.25 | 88.94 | 89.72 | 86.51 | 88.94 | 88.53 | 90.46 | 88.26 | 89.20 | 89.52 | 86.84 | 89.08 | 89.13 | 87.84 | 89.06 | 88.33 | 89.84 | 88.61 | 87.14 |
| 427 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.46 | 88.81 | 88.52 | 88.10 | 89.43 | 89.08 | 90.19 | 89.71 | 89.68 | 90.02 | 88.27 | 89.43 | 89.44 | 88.86 | 86.93 | 89.74 | 88.64 | 90.42 | 89.40 | 89.64 | 87.63 | 87.61 | 90.76 | 86.38 | 89.46 | 88.55 |
| 456 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.96 | 88.47 | 86.32 | 86.61 | 89.59 | 86.48 | 87.24 | 87.74 | 88.66 | 89.47 | 86.98 | 87.97 | 90.62 | 89.35 | 87.94 | 90.55 | 88.81 | 90.53 | 88.58 | 88.96 | 88.45 | 88.88 | 86.69 | 87.41 | 89.71 | 85.76 |
| 457 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.74 | 87.86 | 88.69 | 83.21 | 88.91 | 87.41 | 90.27 | 87.18 | 87.87 | 88.68 | 89.99 | 87.90 | 87.68 | 87.80 | 88.45 | 88.91 | 90.54 | 87.27 | 90.82 | 88.43 | 89.10 | 87.23 | 86.30 | 86.11 | 88.24 | 88.00 |
| 458 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.41 | 87.80 | 89.14 | 89.86 | 90.67 | 87.17 | 88.62 | 87.06 | 90.20 | 88.53 | 88.98 | 87.28 | 90.28 | 88.66 | 90.43 | 90.08 | 88.03 | 87.83 | 88.11 | 89.05 | 87.97 | 88.75 | 87.64 | 86.29 | 88.45 | 87.40 |
| 459 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.29 | 87.17 | 89.13 | 88.39 | 88.37 | 86.20 | 89.16 | 88.28 | 90.17 | 90.47 | 87.30 | 86.01 | 88.99 | 89.05 | 88.27 | 89.26 | 89.68 | 90.07 | 90.00 | 89.76 | 88.51 | 88.86 | 88.39 | 88.56 | 88.54 | 87.45 |
| 488 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 84.91 | 83.02 | 88.77 | 87.04 | 88.46 | 86.96 | 88.17 | 88.68 | 88.57 | 86.38 | 88.21 | 86.97 | 89.37 | 88.45 | 88.44 | 86.91 | 89.99 | 87.82 | 89.51 | 89.49 | 88.17 | 85.47 | 88.50 | 88.76 | 61.38 | 87.02 |
| 489 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.80 | 87.23 | 87.80 | 87.01 | 89.37 | 87.00 | 89.88 | 88.71 | 89.60 | 90.66 | 89.43 | 90.08 | 91.14 | 89.65 | 88.36 | 90.55 | 88.52 | 90.52 | 89.02 | 89.63 | 89.12 | 86.97 | 90.15 | 87.65 | 89.68 | 88.24 |
| 490 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.99 | 86.83 | 85.24 | 86.47 | 88.80 | 89.97 | 88.25 | 88.87 | 90.30 | 86.89 | 71.58 | 87.28 | 91.17 | 89.68 | 88.13 | 86.98 | 85.93 | 87.13 | 88.93 | 90.31 | 87.75 | 86.42 | 86.79 | 87.07 | 60.22 | 87.87 |
| 491 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.72 | 87.82 | 87.22 | 88.12 | 88.26 | 87.98 | 90.11 | 89.51 | 88.38 | 88.49 | 88.21 | 89.45 | 88.22 | 90.38 | 87.01 | 90.59 | 88.01 | 89.49 | 89.62 | 88.29 | 87.93 | 86.08 | 88.98 | 88.79 | 87.61 | 88.37 |
| 520 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.65 | 87.73 | 88.27 | 88.26 | 89.49 | 88.34 | 88.90 | 88.99 | 89.56 | 89.00 | 88.25 | 88.24 | 87.81 | 88.29 | 85.93 | 90.14 | 86.22 | 87.88 | 89.81 | 88.78 | 88.08 | 88.59 | 72.83 | 85.07 | 86.43 | 86.04 |
| 521 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.80 | 87.85 | 90.22 | 87.05 | 91.05 | 87.94 | 89.02 | 88.38 | 90.74 | 89.03 | 70.87 | 89.03 | 71.19 | 89.34 | 88.56 | 88.99 | 88.82 | 87.07 | 89.18 | 70.27 | 88.21 | 89.35 | 88.11 | 90.63 | 88.56 | 90.49 |
| 522 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 90.45 | 86.19 | 90.19 | 86.28 | 89.54 | 87.43 | 89.52 | 87.40 | 89.56 | 91.19 | 89.17 | 88.49 | 90.30 | 90.03 | 89.56 | 90.57 | 88.43 | 89.50 | 89.00 | 88.18 | 87.20 | 87.04 | 88.93 | 87.38 | 89.24 | 87.48 |
| 523 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.76 | 87.03 | 89.68 | 88.41 | 88.28 | 86.50 | 89.23 | 88.51 | 87.43 | 89.64 | 88.19 | 87.62 | 88.13 | 89.33 | 86.72 | 87.08 | 87.77 | 90.19 | 89.17 | 88.86 | 90.76 | 88.74 | 88.61 | 87.22 | 89.78 | 87.51 |
| 552 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.79 | 85.74 | 90.27 | 89.10 | 85.93 | 88.19 | 69.53 | 89.55 | 89.11 | 90.45 | 87.13 | 87.70 | 89.76 | 87.68 | 86.97 | 89.12 | 87.46 | 88.38 | 88.19 | 86.63 | 88.98 | 86.04 | 88.58 | 60.68 | 89.49 | 86.66 |
| 553 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.72 | 88.58 | 88.15 | 86.19 | 88.24 | 89.03 | 87.05 | 88.70 | 90.89 | 87.82 | 88.74 | 88.92 | 87.97 | 88.88 | 87.22 | 91.38 | 90.20 | 89.73 | 89.20 | 87.93 | 90.64 | 87.80 | 89.99 | 88.13 | 88.26 | 87.62 |
| 554 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.51 | 87.43 | 87.81 | 88.33 | 90.07 | 87.45 | 89.17 | 88.16 | 90.62 | 91.03 | 70.77 | 88.85 | 87.93 | 90.24 | 88.22 | 89.99 | 91.52 | 89.57 | 89.35 | 88.38 | 86.95 | 88.60 | 88.32 | 86.71 | 86.82 | 88.97 |
| 555 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.72 | 87.17 | 88.36 | 86.96 | 84.06 | 88.66 | 85.62 | 89.24 | 88.86 | 88.20 | 89.25 | 86.83 | 89.54 | 88.35 | 84.91 | 89.90 | 91.05 | 86.79 | 89.27 | 70.01 | 88.03 | 89.45 | 87.89 | 87.60 | 87.21 | 87.36 |
| 584 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.92 | 87.42 | 87.88 | 86.51 | 87.99 | 87.59 | 88.28 | 87.08 | 88.08 | 86.99 | 89.71 | 86.98 | 89.24 | 89.64 | 84.52 | 89.72 | 87.96 | 90.16 | 87.48 | 90.16 | 87.55 | 88.11 | 89.51 | 88.64 | 87.10 | 87.34 |
| 585 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.90 | 88.91 | 88.87 | 88.43 | 86.51 | 86.19 | 87.87 | 86.80 | 87.87 | 86.73 | 88.75 | 86.35 | 89.39 | 87.34 | 88.11 | 89.08 | 88.93 | 87.73 | 89.33 | 89.08 | 88.06 | 88.47 | 88.77 | 87.20 | 87.38 | 88.12 |
| 586 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.27 | 88.31 | 90.12 | 86.63 | 85.89 | 84.79 | 87.91 | 85.81 | 88.07 | 89.24 | 88.76 | 89.60 | 86.93 | 86.86 | 86.70 | 88.10 | 86.24 | 87.54 | 88.80 | 87.07 | 87.72 | 86.05 | 89.32 | 86.59 | 88.51 | 87.91 |
| 587 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.75 | 86.87 | 88.53 | 86.70 | 86.18 | 87.07 | 88.96 | 86.56 | 88.08 | 88.79 | 89.46 | 86.63 | 88.06 | 87.48 | 86.25 | 86.42 | 89.23 | 88.32 | 90.53 | 88.09 | 89.11 | 87.53 | 86.76 | 88.08 | 88.58 | 86.02 |
| 616 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.81 | 88.21 | 89.73 | 87.74 | 86.83 | 87.82 | 86.83 | 89.38 | 89.66 | 88.69 | 87.67 | 86.57 | 90.22 | 87.97 | 87.45 | 90.13 | 88.96 | 89.84 | 90.45 | 87.73 | 87.28 | 86.74 | 89.29 | 88.83 | 88.85 | 88.30 |
| 617 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.56 | 85.71 | 90.15 | 88.57 | 88.87 | 88.13 | 87.28 | 87.83 | 88.65 | 89.66 | 85.58 | 86.42 | 89.85 | 89.02 | 86.82 | 88.40 | 89.00 | 89.07 | 88.63 | 89.56 | 89.81 | 87.07 | 91.25 | 88.30 | 87.45 | 88.62 |
| 618 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.30 | 86.69 | 89.38 | 87.62 | 89.13 | 86.14 | 87.85 | 89.49 | 88.70 | 90.03 | 89.95 | 87.05 | 89.29 | 88.28 | 89.90 | 88.08 | 89.38 | 90.62 | 89.94 | 88.80 | 85.17 | 89.36 | 90.07 | 87.73 | 89.91 | 85.75 |
| 619 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.65 | 90.47 | 91.40 | 87.47 | 88.16 | 88.41 | 88.92 | 89.59 | 89.72 | 88.17 | 91.15 | 88.48 | 88.34 | 89.10 | 89.25 | 89.76 | 90.58 | 90.16 | 88.55 | 89.32 | 88.49 | 88.27 | 89.55 | 88.40 | 88.95 | 89.71 |
| 648 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.33 | 89.32 | 90.32 | 89.09 | 90.22 | 88.99 | 89.88 | 88.78 | 88.89 | 88.64 | 88.65 | 88.04 | 91.11 | 89.58 | 87.32 | 89.98 | 89.48 | 89.12 | 90.17 | 89.94 | 89.61 | 87.36 | 90.81 | 87.88 | 89.33 | 87.71 |
| 649 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.85 | 89.27 | 89.60 | 86.66 | 89.57 | 87.89 | 87.19 | 88.93 | 88.12 | 89.64 | 87.34 | 87.33 | 89.67 | 88.71 | 87.29 | 90.11 | 87.50 | 89.48 | 91.10 | 90.26 | 88.50 | 87.83 | 90.61 | 89.47 | 88.49 | 88.07 |
| 650 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.02 | 88.82 | 88.96 | 89.08 | 88.28 | 87.78 | 89.63 | 88.65 | 88.93 | 89.61 | 89.24 | 87.73 | 89.02 | 89.15 | 89.32 | 89.72 | 88.47 | 89.01 | 88.70 | 88.58 | 88.69 | 88.54 | 90.27 | 89.92 | 86.14 | 88.75 |
| 651 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.48 | 87.84 | 89.60 | 90.44 | 89.53 | 88.96 | 90.38 | 89.53 | 89.67 | 88.82 | 89.04 | 88.12 | 88.87 | 87.84 | 87.81 | 90.22 | 88.59 | 88.84 | 89.33 | 88.91 | 89.07 | 88.12 | 88.97 | 89.22 | 87.96 | 89.01 |
| 680 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.67 | 89.06 | 88.91 | 87.17 | 85.94 | 88.52 | 87.94 | 87.61 | 88.48 | 88.48 | 88.03 | 87.48 | 87.02 | 88.06 | 87.48 | 89.79 | 88.70 | 89.08 | 86.92 | 90.17 | 88.13 | 85.32 | 87.92 | 86.71 | 86.60 | 86.16 |
| 681 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.37 | 87.74 | 89.02 | 87.62 | 87.10 | 84.48 | 88.59 | 87.94 | 87.53 | 88.56 | 88.12 | 86.79 | 88.05 | 89.30 | 86.37 | 90.61 | 87.90 | 88.92 | 89.57 | 88.25 | 86.10 | 87.78 | 88.82 | 88.95 | 88.75 | 83.83 |
| 682 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 85.62 | 87.65 | 86.53 | 85.96 | 87.38 | 85.34 | 89.38 | 89.32 | 87.60 | 88.29 | 87.73 | 86.30 | 87.54 | 87.82 | 86.39 | 88.38 | 85.93 | 89.66 | 89.70 | 85.02 | 88.52 | 85.10 | 85.80 | 87.80 | 85.42 | 87.44 |
| 683 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.54 | 87.70 | 88.34 | 88.45 | 88.13 | 84.28 | 87.39 | 86.79 | 89.27 | 87.33 | 89.67 | 87.28 | 90.01 | 89.01 | 88.36 | 89.17 | 91.17 | 90.49 | 89.43 | 87.83 | 86.47 | 86.80 | 89.67 | 88.12 | 88.82 | 85.07 |
| 712 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.81 | 88.94 | 90.13 | 87.86 | 89.77 | 86.13 | 87.11 | 87.48 | 88.88 | 90.35 | 88.96 | 88.30 | 90.52 | 90.54 | 88.91 | 89.53 | 90.28 | 90.06 | 89.05 | 88.03 | 87.59 | 87.81 | 88.70 | 89.19 | 88.94 | 87.93 |
| 713 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.58 | 89.06 | 88.04 | 87.16 | 90.63 | 87.84 | 89.09 | 89.28 | 88.61 | 89.49 | 88.32 | 88.36 | 86.92 | 89.28 | 88.08 | 89.15 | 89.07 | 89.45 | 89.88 | 87.57 | 88.41 | 88.62 | 88.37 | 87.35 | 88.87 | 85.21 |
| 714 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.31 | 89.09 | 90.48 | 87.46 | 87.36 | 87.88 | 88.39 | 88.10 | 88.11 | 88.66 | 89.76 | 86.44 | 87.97 | 86.90 | 87.34 | 85.77 | 88.80 | 89.23 | 88.47 | 88.99 | 88.10 | 86.80 | 89.54 | 86.51 | 87.34 | 88.33 |
| 715 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.92 | 88.21 | 89.22 | 86.56 | 88.32 | 87.12 | 87.98 | 88.72 | 89.27 | 89.77 | 89.38 | 85.65 | 87.02 | 88.63 | 86.77 | 88.44 | 89.52 | 87.72 | 89.06 | 87.58 | 87.27 | 87.89 | 84.08 | 87.35 | 84.84 | 85.01 |
| 744 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.46 | 89.44 | 90.01 | 88.57 | 87.49 | 90.24 | 89.37 | 88.36 | 89.47 | 91.25 | 88.30 | 88.06 | 88.79 | 89.29 | 88.32 | 88.72 | 89.18 | 89.65 | 88.94 | 88.44 | 87.72 | 87.62 | 87.83 | 86.47 | 87.57 | 86.83 |
| 745 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.02 | 89.71 | 88.64 | 85.70 | 87.79 | 86.94 | 88.12 | 88.97 | 89.33 | 90.01 | 85.72 | 87.35 | 89.05 | 88.88 | 86.89 | 89.68 | 89.40 | 87.70 | 88.90 | 89.95 | 89.18 | 84.00 | 88.91 | 86.14 | 85.10 | 89.37 |
| 746 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.34 | 88.81 | 89.36 | 88.42 | 89.55 | 88.39 | 88.98 | 88.72 | 89.99 | 89.06 | 89.36 | 86.35 | 88.60 | 89.38 | 87.88 | 89.44 | 90.31 | 90.89 | 88.43 | 88.48 | 88.62 | 87.11 | 91.40 | 87.51 | 86.70 | 87.21 |
| 747 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.33 | 89.93 | 89.61 | 87.92 | 88.19 | 87.44 | 87.17 | 88.11 | 88.67 | 86.71 | 89.06 | 86.66 | 88.72 | 89.54 | 87.70 | 89.56 | 87.86 | 88.02 | 90.77 | 89.20 | 86.78 | 87.93 | 89.48 | 88.28 | 88.12 | 86.54 |
| 776 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 85.02 | 87.32 | 87.85 | 88.65 | 87.49 | 88.16 | 88.48 | 85.01 | 88.77 | 87.80 | 88.00 | 86.78 | 88.22 | 87.89 | 86.78 | 87.96 | 89.22 | 88.62 | 88.00 | 69.45 | 86.22 | 86.13 | 87.06 | 87.14 | 88.47 | 86.93 |
| 777 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.05 | 86.77 | 87.99 | 87.44 | 86.93 | 87.96 | 88.47 | 87.32 | 89.37 | 87.35 | 87.08 | 87.63 | 88.91 | 85.41 | 85.62 | 71.16 | 89.80 | 89.75 | 88.24 | 85.02 | 88.84 | 88.15 | 87.92 | 87.69 | 89.32 | 88.67 |
| 778 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.14 | 90.35 | 91.61 | 86.73 | 89.44 | 86.81 | 88.40 | 87.64 | 89.28 | 89.45 | 88.21 | 88.50 | 88.33 | 89.70 | 86.92 | 88.70 | 85.43 | 89.87 | 89.96 | 87.51 | 88.87 | 86.09 | 90.39 | 87.12 | 89.11 | 88.13 |
| 779 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.65 | 89.45 | 88.49 | 87.59 | 86.15 | 87.82 | 88.93 | 87.12 | 88.31 | 89.47 | 89.30 | 87.15 | 87.47 | 90.21 | 87.49 | 89.36 | 87.39 | 88.55 | 88.70 | 88.44 | 87.57 | 87.10 | 88.63 | 88.63 | 89.05 | 88.71 |
| 808 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.75 | 87.47 | 88.43 | 88.67 | 89.48 | 69.64 | 70.02 | 87.93 | 89.28 | 89.42 | 69.59 | 69.94 | 89.86 | 89.86 | 87.55 | 71.23 | 89.05 | 91.22 | 70.20 | 89.28 | 88.25 | 86.55 | 89.45 | 67.89 | 88.65 | 85.36 |
| 809 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.28 | 89.22 | 90.28 | 85.52 | 90.42 | 87.79 | 89.24 | 88.92 | 90.20 | 89.28 | 90.01 | 87.40 | 89.37 | 89.22 | 88.44 | 88.88 | 71.71 | 90.09 | 69.17 | 70.47 | 87.79 | 87.20 | 88.45 | 88.28 | 90.04 | 89.32 |
| 810 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.24 | 89.87 | 87.66 | 87.92 | 88.38 | 87.40 | 70.95 | 86.19 | 88.44 | 88.72 | 88.90 | 87.56 | 88.73 | 89.24 | 87.57 | 71.21 | 88.75 | 91.49 | 89.40 | 88.78 | 90.21 | 87.82 | 86.50 | 87.63 | 88.51 | 87.81 |
| 811 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.15 | 90.02 | 90.78 | 87.96 | 90.20 | 86.56 | 89.14 | 87.66 | 88.20 | 87.11 | 89.67 | 87.81 | 90.40 | 89.95 | 86.20 | 90.43 | 88.28 | 69.72 | 88.71 | 88.86 | 88.10 | 88.33 | 89.76 | 58.40 | 87.63 | 87.97 |
| 840 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.59 | 87.13 | 87.98 | 89.25 | 87.35 | 86.42 | 88.71 | 89.12 | 89.05 | 88.66 | 87.75 | 89.87 | 88.03 | 88.28 | 88.18 | 90.03 | 88.98 | 87.34 | 70.74 | 69.72 | 87.16 | 87.20 | 88.15 | 87.63 | 87.93 | 88.48 |
| 841 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.11 | 89.10 | 88.36 | 86.83 | 88.69 | 87.15 | 88.37 | 88.40 | 89.52 | 90.42 | 88.92 | 89.01 | 88.01 | 85.98 | 87.44 | 90.20 | 89.06 | 68.91 | 88.84 | 88.05 | 86.64 | 88.16 | 89.39 | 87.17 | 60.17 | 87.19 |
| 842 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.52 | 70.12 | 87.26 | 86.38 | 88.04 | 86.79 | 89.02 | 88.26 | 89.19 | 70.77 | 89.25 | 86.02 | 89.76 | 89.66 | 88.00 | 88.88 | 87.73 | 70.63 | 89.15 | 88.31 | 89.15 | 86.87 | 88.33 | 88.77 | 87.69 | 87.71 |
| 843 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.36 | 87.78 | 88.48 | 86.82 | 87.57 | 69.74 | 88.01 | 69.39 | 90.34 | 87.63 | 69.43 | 69.47 | 69.19 | 88.53 | 89.93 | 70.95 | 87.94 | 69.38 | 88.23 | 69.28 | 88.12 | 86.82 | 88.87 | 59.88 | 87.52 | 60.24 |
| 872 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 84.45 | 87.26 | 89.23 | 89.32 | 85.73 | 85.48 | 88.28 | 88.56 | 88.24 | 88.34 | 87.24 | 87.70 | 87.89 | 88.37 | 85.21 | 88.19 | 87.04 | 90.17 | 90.09 | 85.84 | 83.13 | 85.04 | 88.70 | 87.65 | 88.80 | 86.38 |
| 873 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.31 | 91.30 | 89.30 | 87.23 | 86.52 | 85.35 | 86.98 | 87.70 | 86.46 | 87.10 | 86.28 | 89.04 | 88.87 | 87.21 | 86.30 | 88.28 | 89.99 | 87.32 | 87.90 | 87.73 | 88.28 | 87.49 | 89.15 | 88.52 | 87.88 | 87.05 |
| 874 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.46 | 85.88 | 85.38 | 87.66 | 84.66 | 86.02 | 87.79 | 86.10 | 87.53 | 87.18 | 86.81 | 86.65 | 86.55 | 86.62 | 87.40 | 84.33 | 87.37 | 87.68 | 88.24 | 87.17 | 83.97 | 85.40 | 88.29 | 87.14 | 85.03 | 85.69 |
| 875 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.99 | 89.43 | 87.46 | 87.04 | 87.15 | 84.09 | 88.10 | 86.89 | 87.63 | 88.50 | 88.86 | 85.49 | 87.51 | 89.12 | 87.67 | 88.41 | 90.44 | 89.34 | 89.71 | 87.94 | 86.38 | 86.70 | 88.60 | 87.65 | 88.40 | 86.71 |
| 904 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.27 | 88.40 | 89.42 | 86.19 | 87.22 | 87.31 | 86.64 | 89.48 | 88.18 | 90.94 | 86.95 | 87.41 | 89.36 | 89.40 | 89.42 | 89.53 | 88.28 | 89.48 | 91.33 | 88.71 | 85.22 | 88.27 | 90.18 | 88.18 | 88.98 | 88.32 |
| 905 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.53 | 87.89 | 89.86 | 87.70 | 89.14 | 85.99 | 89.49 | 87.95 | 86.39 | 89.40 | 90.42 | 90.38 | 90.60 | 91.13 | 89.21 | 89.99 | 87.81 | 91.38 | 90.62 | 87.81 | 87.34 | 86.40 | 91.10 | 87.23 | 89.16 | 88.22 |
| 906 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.16 | 87.87 | 89.20 | 87.76 | 88.75 | 88.36 | 90.25 | 88.44 | 89.30 | 89.78 | 90.92 | 89.17 | 88.91 | 88.74 | 88.07 | 90.77 | 90.05 | 90.30 | 88.91 | 87.28 | 87.00 | 88.25 | 90.03 | 88.89 | 88.00 | 88.58 |
| 907 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.17 | 88.68 | 89.63 | 86.17 | 87.46 | 87.15 | 87.18 | 88.80 | 88.39 | 89.56 | 89.37 | 89.09 | 89.73 | 89.45 | 87.17 | 88.47 | 90.12 | 90.72 | 89.16 | 87.88 | 89.90 | 87.35 | 90.61 | 88.86 | 89.95 | 89.59 |
| 936 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.03 | 89.79 | 89.22 | 88.77 | 89.04 | 87.90 | 88.76 | 86.88 | 88.76 | 88.28 | 90.85 | 88.68 | 90.70 | 89.37 | 87.89 | 91.40 | 87.87 | 90.25 | 89.74 | 88.09 | 88.85 | 88.81 | 88.45 | 88.12 | 88.68 | 88.38 |
| 937 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.32 | 88.53 | 90.53 | 89.35 | 89.01 | 88.54 | 89.94 | 88.70 | 88.52 | 87.47 | 90.53 | 88.22 | 89.81 | 89.39 | 88.46 | 90.34 | 89.82 | 91.99 | 90.27 | 88.76 | 88.03 | 90.42 | 88.77 | 89.11 | 87.21 | 86.40 |
| 938 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.83 | 90.46 | 90.66 | 87.56 | 86.06 | 87.70 | 87.73 | 89.51 | 89.42 | 88.63 | 91.46 | 87.33 | 88.47 | 90.51 | 87.88 | 90.48 | 87.41 | 90.56 | 89.34 | 90.74 | 89.58 | 88.42 | 90.46 | 87.76 | 89.29 | 88.12 |
| 939 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.89 | 89.07 | 90.78 | 88.77 | 88.68 | 90.88 | 88.47 | 88.69 | 89.40 | 88.23 | 88.51 | 88.52 | 90.02 | 90.97 | 88.53 | 88.12 | 90.65 | 90.18 | 90.66 | 89.57 | 90.67 | 88.94 | 91.18 | 88.17 | 89.53 | 90.51 |
| 968 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.98 | 83.24 | 88.06 | 86.89 | 86.47 | 87.87 | 87.41 | 88.49 | 87.58 | 87.23 | 88.59 | 85.96 | 86.57 | 88.57 | 86.26 | 89.65 | 88.14 | 87.76 | 88.07 | 86.42 | 86.19 | 84.71 | 90.33 | 85.48 | 86.30 | 86.75 |
| 969 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.38 | 86.59 | 87.33 | 87.20 | 86.35 | 85.11 | 86.60 | 88.23 | 89.23 | 89.52 | 90.19 | 87.02 | 88.61 | 89.16 | 87.24 | 87.95 | 89.95 | 87.78 | 89.58 | 86.95 | 87.21 | 87.24 | 87.49 | 87.01 | 86.73 | 87.17 |
| 970 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.83 | 89.76 | 85.56 | 86.58 | 87.69 | 86.06 | 86.45 | 87.55 | 89.12 | 88.53 | 88.43 | 87.54 | 89.57 | 89.69 | 83.68 | 88.44 | 89.23 | 89.03 | 87.51 | 89.35 | 89.58 | 86.98 | 87.42 | 88.00 | 86.50 | 85.30 |
| 971 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.54 | 86.83 | 88.76 | 87.15 | 86.84 | 87.29 | 86.72 | 87.31 | 84.49 | 86.76 | 88.07 | 89.11 | 89.19 | 88.51 | 86.41 | 90.15 | 87.38 | 90.00 | 87.00 | 88.28 | 87.99 | 85.68 | 90.74 | 87.89 | 86.51 | 86.91 |
| 1000 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.31 | 88.39 | 88.08 | 87.11 | 88.71 | 87.17 | 88.76 | 88.28 | 88.43 | 88.24 | 88.68 | 88.86 | 89.27 | 88.95 | 87.88 | 89.25 | 89.15 | 90.67 | 91.29 | 89.44 | 87.59 | 87.67 | 89.44 | 87.57 | 88.83 | 86.78 |
| 1001 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.20 | 87.63 | 89.83 | 87.09 | 90.31 | 86.37 | 88.52 | 88.05 | 89.30 | 90.16 | 90.77 | 86.91 | 88.42 | 88.07 | 87.69 | 87.89 | 88.82 | 90.96 | 91.75 | 86.74 | 89.20 | 87.13 | 89.24 | 86.95 | 87.32 | 87.93 |
| 1002 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.44 | 86.91 | 90.62 | 87.90 | 88.02 | 86.62 | 86.76 | 88.53 | 88.75 | 89.50 | 87.74 | 88.55 | 88.98 | 88.72 | 87.10 | 89.92 | 89.75 | 89.84 | 90.63 | 87.97 | 87.95 | 86.23 | 88.31 | 88.06 | 86.76 | 85.76 |
| 1003 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.22 | 89.98 | 87.95 | 87.67 | 88.10 | 86.63 | 88.26 | 89.02 | 89.31 | 90.49 | 89.78 | 87.41 | 88.44 | 88.52 | 88.86 | 89.39 | 89.51 | 89.87 | 88.81 | 89.41 | 88.51 | 86.95 | 89.79 | 85.23 | 87.17 | 88.27 |
| 1032 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.97 | 91.42 | 91.99 | 86.96 | 88.67 | 87.87 | 89.58 | 88.34 | 89.83 | 89.97 | 89.13 | 86.98 | 88.67 | 89.24 | 88.07 | 88.80 | 88.86 | 88.79 | 89.59 | 89.01 | 87.58 | 88.63 | 88.89 | 87.41 | 87.91 | 85.93 |
| 1033 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.32 | 87.87 | 89.03 | 87.47 | 87.13 | 87.06 | 88.19 | 89.55 | 88.30 | 88.71 | 87.66 | 88.96 | 90.10 | 87.87 | 88.62 | 88.63 | 89.82 | 88.68 | 91.46 | 88.60 | 87.45 | 86.22 | 89.41 | 87.92 | 88.25 | 86.19 |
| 1034 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.06 | 88.29 | 89.36 | 89.60 | 88.56 | 88.32 | 88.57 | 88.57 | 89.39 | 89.22 | 91.31 | 89.44 | 89.87 | 89.18 | 88.65 | 90.01 | 90.37 | 89.99 | 91.26 | 87.19 | 88.60 | 88.48 | 88.48 | 87.58 | 89.50 | 87.72 |
| 1035 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.40 | 88.88 | 88.81 | 87.92 | 87.68 | 85.42 | 88.66 | 86.83 | 89.72 | 87.96 | 89.70 | 86.83 | 90.33 | 87.77 | 85.50 | 89.12 | 88.78 | 88.49 | 89.31 | 89.72 | 88.46 | 86.42 | 88.30 | 86.13 | 87.65 | 84.72 |
| 1064 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.65 | 86.75 | 87.75 | 88.62 | 87.85 | 88.92 | 87.71 | 86.06 | 88.79 | 89.73 | 89.04 | 88.27 | 87.18 | 90.89 | 86.49 | 87.97 | 88.51 | 89.64 | 70.63 | 87.10 | 89.30 | 85.96 | 88.23 | 86.41 | 88.02 | 86.86 |
| 1065 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.98 | 88.13 | 87.20 | 87.57 | 87.04 | 89.15 | 88.08 | 87.71 | 88.46 | 89.43 | 88.26 | 86.29 | 89.28 | 87.87 | 86.93 | 88.86 | 88.06 | 88.19 | 88.46 | 89.05 | 88.60 | 87.42 | 88.31 | 87.23 | 88.71 | 88.07 |
| 1066 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 85.51 | 87.42 | 89.24 | 88.70 | 87.35 | 88.19 | 90.26 | 89.83 | 89.47 | 90.57 | 90.43 | 87.31 | 90.64 | 90.45 | 88.53 | 88.91 | 89.95 | 89.37 | 86.78 | 88.23 | 88.29 | 88.13 | 89.79 | 88.00 | 89.49 | 87.34 |
| 1067 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.18 | 89.32 | 88.81 | 88.27 | 86.59 | 87.82 | 89.65 | 87.08 | 87.28 | 88.18 | 87.42 | 87.58 | 87.91 | 89.94 | 88.57 | 87.99 | 71.02 | 89.94 | 88.08 | 86.84 | 88.00 | 87.12 | 89.13 | 88.09 | 87.41 | 86.64 |
| 1096 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.60 | 87.72 | 89.57 | 85.83 | 86.05 | 87.40 | 87.32 | 86.32 | 90.27 | 88.74 | 69.92 | 87.87 | 87.70 | 89.03 | 88.32 | 87.56 | 89.39 | 90.37 | 69.61 | 87.63 | 86.54 | 86.26 | 89.31 | 87.89 | 88.75 | 86.68 |
| 1097 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.50 | 87.86 | 89.87 | 87.86 | 88.28 | 86.80 | 88.50 | 88.59 | 88.92 | 90.01 | 88.82 | 69.45 | 88.14 | 88.58 | 89.19 | 87.79 | 89.07 | 68.80 | 88.76 | 88.31 | 88.53 | 87.11 | 88.92 | 87.72 | 88.32 | 86.10 |
| 1098 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.05 | 89.02 | 88.81 | 86.45 | 88.65 | 87.56 | 89.85 | 87.03 | 89.03 | 87.98 | 69.37 | 87.49 | 88.70 | 89.62 | 89.63 | 89.84 | 88.72 | 88.47 | 70.53 | 88.32 | 88.64 | 86.37 | 90.62 | 87.62 | 88.91 | 87.52 |
| 1099 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.96 | 89.49 | 70.17 | 87.06 | 88.58 | 87.16 | 88.86 | 89.64 | 90.09 | 89.39 | 88.47 | 86.51 | 89.54 | 88.01 | 89.59 | 88.79 | 90.13 | 89.28 | 70.18 | 88.27 | 87.88 | 86.51 | 91.61 | 88.16 | 89.05 | 88.51 |
| 1128 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.53 | 87.14 | 88.71 | 87.28 | 87.09 | 86.17 | 89.92 | 87.27 | 89.96 | 90.99 | 69.99 | 70.04 | 89.11 | 87.12 | 58.22 | 87.81 | 86.63 | 89.14 | 89.35 | 89.77 | 89.20 | 88.03 | 86.87 | 86.98 | 88.20 | 58.95 |
| 1129 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.91 | 89.11 | 88.55 | 89.72 | 88.27 | 68.70 | 87.44 | 87.38 | 89.44 | 89.41 | 89.30 | 87.34 | 87.34 | 89.19 | 88.11 | 88.87 | 88.18 | 69.49 | 69.67 | 87.15 | 87.43 | 88.41 | 87.78 | 86.89 | 59.57 | 88.80 |
| 1130 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.51 | 89.52 | 88.25 | 88.17 | 70.09 | 87.13 | 90.90 | 88.46 | 88.30 | 87.09 | 88.84 | 89.67 | 88.86 | 88.47 | 88.23 | 70.31 | 87.94 | 90.44 | 70.15 | 87.49 | 86.59 | 88.00 | 90.14 | 89.13 | 59.51 | 87.64 |
| 1131 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.16 | 89.03 | 70.84 | 85.89 | 88.71 | 85.01 | 88.21 | 88.87 | 89.95 | 89.43 | 70.56 | 68.76 | 69.72 | 90.65 | 88.73 | 89.67 | 90.94 | 88.39 | 88.06 | 68.68 | 89.26 | 87.91 | 88.27 | 88.68 | 88.40 | 87.64 |
The global mean maximum row:
| mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | average_map | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 585 | 86.72 | 88.83 | 87.30 | 85.68 | 85.55 | 87.43 | 85.49 | 85.76 | 87.09 | 87.17 | 87.51 | 86.86 | 87.63 | 86.28 | 87.29 | 88.50 | 86.64 | 87.63 | 88.09 | 87.23 | 86.68 | 85.63 | 87.58 | 86.43 | 86.55 | 87.50 | 86.963462 |
| 939 | 84.67 | 87.39 | 87.55 | 86.72 | 86.09 | 87.76 | 85.72 | 86.80 | 87.54 | 87.28 | 86.83 | 85.97 | 88.22 | 89.26 | 87.39 | 85.58 | 87.75 | 87.17 | 87.72 | 86.70 | 86.18 | 86.62 | 88.59 | 85.72 | 85.96 | 86.98 | 86.929231 |
| 906 | 86.95 | 86.51 | 87.06 | 85.76 | 86.44 | 86.22 | 86.58 | 86.87 | 87.19 | 87.22 | 88.41 | 87.98 | 87.67 | 87.32 | 86.09 | 89.29 | 85.88 | 87.71 | 88.63 | 88.17 | 85.30 | 85.37 | 87.84 | 86.04 | 84.81 | 86.26 | 86.906538 |
| 907 | 85.81 | 85.16 | 86.97 | 85.65 | 87.19 | 86.78 | 86.06 | 86.79 | 86.99 | 87.47 | 88.41 | 88.50 | 88.07 | 86.72 | 88.22 | 85.82 | 87.53 | 87.68 | 86.82 | 87.25 | 86.20 | 86.29 | 85.62 | 85.90 | 86.75 | 86.71 | 86.821538 |
| 650 | 83.86 | 87.72 | 86.72 | 87.06 | 87.25 | 87.40 | 87.12 | 87.10 | 87.66 | 85.76 | 87.74 | 85.55 | 88.45 | 87.08 | 86.24 | 87.33 | 87.67 | 88.72 | 87.03 | 87.98 | 85.40 | 86.64 | 86.61 | 86.47 | 84.08 | 85.20 | 86.763077 |
| 651 | 86.25 | 85.85 | 87.20 | 87.51 | 86.18 | 88.04 | 87.84 | 86.45 | 87.65 | 87.92 | 86.47 | 88.13 | 86.73 | 86.04 | 85.94 | 86.92 | 85.45 | 86.22 | 87.41 | 86.15 | 87.88 | 85.45 | 85.92 | 86.06 | 86.37 | 86.86 | 86.726538 |
| 873 | 85.14 | 88.38 | 86.19 | 87.94 | 83.68 | 87.79 | 85.56 | 86.67 | 87.43 | 87.31 | 87.00 | 87.56 | 89.04 | 84.52 | 85.55 | 87.17 | 87.54 | 86.46 | 86.61 | 88.16 | 85.94 | 86.76 | 86.88 | 87.40 | 84.70 | 86.79 | 86.698846 |
| 649 | 87.42 | 84.91 | 87.07 | 85.68 | 86.56 | 87.78 | 86.46 | 85.86 | 86.77 | 87.22 | 87.70 | 84.94 | 87.90 | 87.20 | 87.51 | 86.27 | 85.87 | 86.93 | 87.49 | 87.32 | 85.43 | 85.14 | 89.02 | 86.87 | 85.76 | 86.93 | 86.692692 |
| 584 | 86.38 | 86.28 | 85.62 | 84.92 | 87.51 | 88.64 | 86.31 | 85.93 | 85.79 | 86.65 | 87.19 | 87.08 | 86.38 | 86.70 | 85.79 | 87.69 | 86.82 | 87.73 | 88.63 | 89.24 | 84.99 | 84.49 | 87.46 | 87.23 | 85.23 | 87.30 | 86.691538 |
| 875 | 86.79 | 86.72 | 87.12 | 85.91 | 86.02 | 86.36 | 87.40 | 87.23 | 86.34 | 86.95 | 87.33 | 87.29 | 86.76 | 86.50 | 86.55 | 87.47 | 86.29 | 87.58 | 88.05 | 87.64 | 84.74 | 85.46 | 86.72 | 86.23 | 86.73 | 85.10 | 86.664615 |
Model performance on validation data (Mann-Whitney U Test)
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 873 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.14 | 88.38 | 86.19 | 87.94 | 83.68 | 87.79 | 85.56 | 86.67 | 87.43 | 87.31 | 87.00 | 87.56 | 89.04 | 84.52 | 85.55 | 87.17 | 87.54 | 86.46 | 86.61 | 88.16 | 85.94 | 86.76 | 86.88 | 87.40 | 84.70 | 86.79 |
| 874 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 85.99 | 86.59 | 84.63 | 85.84 | 85.59 | 86.34 | 86.60 | 87.05 | 87.79 | 87.43 | 87.61 | 88.19 | 85.72 | 86.62 | 87.21 | 86.28 | 85.53 | 87.14 | 87.34 | 87.65 | 85.37 | 83.25 | 87.78 | 85.97 | 84.89 | 86.36 |
| 875 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.79 | 86.72 | 87.12 | 85.91 | 86.02 | 86.36 | 87.40 | 87.23 | 86.34 | 86.95 | 87.33 | 87.29 | 86.76 | 86.50 | 86.55 | 87.47 | 86.29 | 87.58 | 88.05 | 87.64 | 84.74 | 85.46 | 86.72 | 86.23 | 86.73 | 85.10 |
| 1064 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.84 | 86.72 | 86.43 | 86.41 | 86.63 | 87.20 | 86.72 | 86.14 | 86.90 | 88.26 | 87.41 | 88.52 | 85.61 | 86.95 | 85.95 | 87.49 | 87.04 | 88.10 | 75.74 | 86.74 | 86.86 | 83.93 | 84.93 | 83.57 | 85.79 | 85.51 |
| 1066 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 85.00 | 84.49 | 85.80 | 85.89 | 85.32 | 87.26 | 86.91 | 87.35 | 87.21 | 85.23 | 88.58 | 87.94 | 88.33 | 86.86 | 86.34 | 87.47 | 86.26 | 87.09 | 85.72 | 87.54 | 85.82 | 84.69 | 88.20 | 84.21 | 85.29 | 85.69 |
| 584 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.38 | 86.28 | 85.62 | 84.92 | 87.51 | 88.64 | 86.31 | 85.93 | 85.79 | 86.65 | 87.19 | 87.08 | 86.38 | 86.70 | 85.79 | 87.69 | 86.82 | 87.73 | 88.63 | 89.24 | 84.99 | 84.49 | 87.46 | 87.23 | 85.23 | 87.30 |
| 585 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.72 | 88.83 | 87.30 | 85.68 | 85.55 | 87.43 | 85.49 | 85.76 | 87.09 | 87.17 | 87.51 | 86.86 | 87.63 | 86.28 | 87.29 | 88.50 | 86.64 | 87.63 | 88.09 | 87.23 | 86.68 | 85.63 | 87.58 | 86.43 | 86.55 | 87.50 |
| 587 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.64 | 86.26 | 86.20 | 86.10 | 85.54 | 86.99 | 87.26 | 86.49 | 87.93 | 87.43 | 86.60 | 87.17 | 87.25 | 86.59 | 86.52 | 88.23 | 86.19 | 85.89 | 88.01 | 86.97 | 85.62 | 84.09 | 86.85 | 85.03 | 86.15 | 85.31 |
| 680 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 85.53 | 87.48 | 86.04 | 85.36 | 86.84 | 87.57 | 85.77 | 86.68 | 86.36 | 88.92 | 87.82 | 86.59 | 87.45 | 87.69 | 85.58 | 86.44 | 86.93 | 87.00 | 86.81 | 87.97 | 85.02 | 84.12 | 84.73 | 83.11 | 86.72 | 84.43 |
| 683 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.48 | 85.95 | 88.05 | 86.59 | 86.96 | 87.17 | 86.05 | 86.91 | 86.59 | 86.09 | 87.88 | 86.43 | 88.22 | 86.29 | 85.90 | 88.44 | 85.77 | 87.78 | 87.44 | 87.89 | 84.06 | 83.75 | 86.38 | 86.19 | 86.93 | 85.02 |
| 778 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 85.89 | 86.83 | 85.86 | 86.05 | 87.92 | 87.43 | 87.15 | 86.08 | 87.78 | 85.84 | 86.63 | 87.00 | 85.80 | 87.23 | 86.53 | 87.70 | 85.99 | 87.04 | 87.52 | 86.74 | 86.26 | 83.14 | 85.74 | 84.76 | 86.22 | 86.94 |
| 904 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.47 | 87.18 | 86.67 | 85.47 | 88.74 | 87.10 | 85.29 | 87.38 | 87.29 | 88.06 | 87.93 | 86.82 | 86.69 | 86.35 | 86.51 | 87.67 | 85.84 | 86.10 | 88.52 | 86.97 | 84.35 | 84.94 | 86.11 | 84.60 | 85.63 | 84.71 |
| 905 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.37 | 85.70 | 87.59 | 85.57 | 84.86 | 85.76 | 86.53 | 86.21 | 85.60 | 87.53 | 88.03 | 88.23 | 87.40 | 86.83 | 87.91 | 86.08 | 85.00 | 87.73 | 87.42 | 85.99 | 86.62 | 84.30 | 87.37 | 84.82 | 86.18 | 85.53 |
| 906 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.95 | 86.51 | 87.06 | 85.76 | 86.44 | 86.22 | 86.58 | 86.87 | 87.19 | 87.22 | 88.41 | 87.98 | 87.67 | 87.32 | 86.09 | 89.29 | 85.88 | 87.71 | 88.63 | 88.17 | 85.30 | 85.37 | 87.84 | 86.04 | 84.81 | 86.26 |
| 907 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 85.81 | 85.16 | 86.97 | 85.65 | 87.19 | 86.78 | 86.06 | 86.79 | 86.99 | 87.47 | 88.41 | 88.50 | 88.07 | 86.72 | 88.22 | 85.82 | 87.53 | 87.68 | 86.82 | 87.25 | 86.20 | 86.29 | 85.62 | 85.90 | 86.75 | 86.71 |
| 616 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.54 | 86.28 | 85.45 | 87.10 | 86.71 | 87.46 | 86.03 | 87.42 | 87.44 | 86.85 | 87.87 | 87.88 | 88.21 | 86.09 | 86.48 | 87.66 | 87.05 | 86.02 | 87.18 | 88.15 | 84.39 | 85.94 | 85.24 | 85.30 | 86.29 | 84.43 |
| 618 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.19 | 86.88 | 84.82 | 85.28 | 86.56 | 85.72 | 87.27 | 86.65 | 87.34 | 87.61 | 86.35 | 86.85 | 87.28 | 86.93 | 88.61 | 88.59 | 86.29 | 88.32 | 88.16 | 89.21 | 82.93 | 84.33 | 88.31 | 84.88 | 86.80 | 84.66 |
| 619 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 85.06 | 87.60 | 87.37 | 84.30 | 85.85 | 86.60 | 87.17 | 86.59 | 88.10 | 87.72 | 89.58 | 88.08 | 87.71 | 87.32 | 87.00 | 85.50 | 88.31 | 84.82 | 87.79 | 86.21 | 85.45 | 84.27 | 85.27 | 85.74 | 85.24 | 86.74 |
| 937 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.32 | 85.94 | 88.05 | 86.54 | 85.44 | 84.49 | 86.84 | 87.28 | 87.01 | 86.83 | 87.41 | 86.07 | 87.96 | 86.21 | 87.14 | 87.79 | 86.40 | 88.30 | 87.63 | 88.30 | 84.60 | 87.41 | 86.35 | 85.10 | 86.18 | 84.69 |
| 939 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.67 | 87.39 | 87.55 | 86.72 | 86.09 | 87.76 | 85.72 | 86.80 | 87.54 | 87.28 | 86.83 | 85.97 | 88.22 | 89.26 | 87.39 | 85.58 | 87.75 | 87.17 | 87.72 | 86.70 | 86.18 | 86.62 | 88.59 | 85.72 | 85.96 | 86.98 |
| 648 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.00 | 86.34 | 86.48 | 86.80 | 87.07 | 86.64 | 86.77 | 86.70 | 87.82 | 84.96 | 88.04 | 86.85 | 86.76 | 86.17 | 85.87 | 86.84 | 87.82 | 86.68 | 86.36 | 87.88 | 86.88 | 83.56 | 86.51 | 86.24 | 87.36 | 85.49 |
| 649 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.42 | 84.91 | 87.07 | 85.68 | 86.56 | 87.78 | 86.46 | 85.86 | 86.77 | 87.22 | 87.70 | 84.94 | 87.90 | 87.20 | 87.51 | 86.27 | 85.87 | 86.93 | 87.49 | 87.32 | 85.43 | 85.14 | 89.02 | 86.87 | 85.76 | 86.93 |
| 650 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 83.86 | 87.72 | 86.72 | 87.06 | 87.25 | 87.40 | 87.12 | 87.10 | 87.66 | 85.76 | 87.74 | 85.55 | 88.45 | 87.08 | 86.24 | 87.33 | 87.67 | 88.72 | 87.03 | 87.98 | 85.40 | 86.64 | 86.61 | 86.47 | 84.08 | 85.20 |
| 651 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.25 | 85.85 | 87.20 | 87.51 | 86.18 | 88.04 | 87.84 | 86.45 | 87.65 | 87.92 | 86.47 | 88.13 | 86.73 | 86.04 | 85.94 | 86.92 | 85.45 | 86.22 | 87.41 | 86.15 | 87.88 | 85.45 | 85.92 | 86.06 | 86.37 | 86.86 |
Size of the All data: (144, 29)
Size of the Sig data: (24, 34)
Code
dt_mw11 = dt_mw[list(dt_mw.columns[dt_mw.columns.str.startswith('mAP_valid')])]
# Apply the function row-wise
dt_mw11['max_map'] = dt_mw11.apply(np.max, axis=1)
dt_mw11 = dt_mw11.sort_values(by = ['max_map'],ascending=False)
html_table = dt_mw11.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))| mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | max_map | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 619 | 85.06 | 87.60 | 87.37 | 84.30 | 85.85 | 86.60 | 87.17 | 86.59 | 88.10 | 87.72 | 89.58 | 88.08 | 87.71 | 87.32 | 87.00 | 85.50 | 88.31 | 84.82 | 87.79 | 86.21 | 85.45 | 84.27 | 85.27 | 85.74 | 85.24 | 86.74 | 89.58 |
| 906 | 86.95 | 86.51 | 87.06 | 85.76 | 86.44 | 86.22 | 86.58 | 86.87 | 87.19 | 87.22 | 88.41 | 87.98 | 87.67 | 87.32 | 86.09 | 89.29 | 85.88 | 87.71 | 88.63 | 88.17 | 85.30 | 85.37 | 87.84 | 86.04 | 84.81 | 86.26 | 89.29 |
| 939 | 84.67 | 87.39 | 87.55 | 86.72 | 86.09 | 87.76 | 85.72 | 86.80 | 87.54 | 87.28 | 86.83 | 85.97 | 88.22 | 89.26 | 87.39 | 85.58 | 87.75 | 87.17 | 87.72 | 86.70 | 86.18 | 86.62 | 88.59 | 85.72 | 85.96 | 86.98 | 89.26 |
| 584 | 86.38 | 86.28 | 85.62 | 84.92 | 87.51 | 88.64 | 86.31 | 85.93 | 85.79 | 86.65 | 87.19 | 87.08 | 86.38 | 86.70 | 85.79 | 87.69 | 86.82 | 87.73 | 88.63 | 89.24 | 84.99 | 84.49 | 87.46 | 87.23 | 85.23 | 87.30 | 89.24 |
| 618 | 85.19 | 86.88 | 84.82 | 85.28 | 86.56 | 85.72 | 87.27 | 86.65 | 87.34 | 87.61 | 86.35 | 86.85 | 87.28 | 86.93 | 88.61 | 88.59 | 86.29 | 88.32 | 88.16 | 89.21 | 82.93 | 84.33 | 88.31 | 84.88 | 86.80 | 84.66 | 89.21 |
| 873 | 85.14 | 88.38 | 86.19 | 87.94 | 83.68 | 87.79 | 85.56 | 86.67 | 87.43 | 87.31 | 87.00 | 87.56 | 89.04 | 84.52 | 85.55 | 87.17 | 87.54 | 86.46 | 86.61 | 88.16 | 85.94 | 86.76 | 86.88 | 87.40 | 84.70 | 86.79 | 89.04 |
| 649 | 87.42 | 84.91 | 87.07 | 85.68 | 86.56 | 87.78 | 86.46 | 85.86 | 86.77 | 87.22 | 87.70 | 84.94 | 87.90 | 87.20 | 87.51 | 86.27 | 85.87 | 86.93 | 87.49 | 87.32 | 85.43 | 85.14 | 89.02 | 86.87 | 85.76 | 86.93 | 89.02 |
| 680 | 85.53 | 87.48 | 86.04 | 85.36 | 86.84 | 87.57 | 85.77 | 86.68 | 86.36 | 88.92 | 87.82 | 86.59 | 87.45 | 87.69 | 85.58 | 86.44 | 86.93 | 87.00 | 86.81 | 87.97 | 85.02 | 84.12 | 84.73 | 83.11 | 86.72 | 84.43 | 88.92 |
| 585 | 86.72 | 88.83 | 87.30 | 85.68 | 85.55 | 87.43 | 85.49 | 85.76 | 87.09 | 87.17 | 87.51 | 86.86 | 87.63 | 86.28 | 87.29 | 88.50 | 86.64 | 87.63 | 88.09 | 87.23 | 86.68 | 85.63 | 87.58 | 86.43 | 86.55 | 87.50 | 88.83 |
| 904 | 86.47 | 87.18 | 86.67 | 85.47 | 88.74 | 87.10 | 85.29 | 87.38 | 87.29 | 88.06 | 87.93 | 86.82 | 86.69 | 86.35 | 86.51 | 87.67 | 85.84 | 86.10 | 88.52 | 86.97 | 84.35 | 84.94 | 86.11 | 84.60 | 85.63 | 84.71 | 88.74 |
| 650 | 83.86 | 87.72 | 86.72 | 87.06 | 87.25 | 87.40 | 87.12 | 87.10 | 87.66 | 85.76 | 87.74 | 85.55 | 88.45 | 87.08 | 86.24 | 87.33 | 87.67 | 88.72 | 87.03 | 87.98 | 85.40 | 86.64 | 86.61 | 86.47 | 84.08 | 85.20 | 88.72 |
| 1066 | 85.00 | 84.49 | 85.80 | 85.89 | 85.32 | 87.26 | 86.91 | 87.35 | 87.21 | 85.23 | 88.58 | 87.94 | 88.33 | 86.86 | 86.34 | 87.47 | 86.26 | 87.09 | 85.72 | 87.54 | 85.82 | 84.69 | 88.20 | 84.21 | 85.29 | 85.69 | 88.58 |
| 1064 | 86.84 | 86.72 | 86.43 | 86.41 | 86.63 | 87.20 | 86.72 | 86.14 | 86.90 | 88.26 | 87.41 | 88.52 | 85.61 | 86.95 | 85.95 | 87.49 | 87.04 | 88.10 | 75.74 | 86.74 | 86.86 | 83.93 | 84.93 | 83.57 | 85.79 | 85.51 | 88.52 |
| 907 | 85.81 | 85.16 | 86.97 | 85.65 | 87.19 | 86.78 | 86.06 | 86.79 | 86.99 | 87.47 | 88.41 | 88.50 | 88.07 | 86.72 | 88.22 | 85.82 | 87.53 | 87.68 | 86.82 | 87.25 | 86.20 | 86.29 | 85.62 | 85.90 | 86.75 | 86.71 | 88.50 |
| 683 | 86.48 | 85.95 | 88.05 | 86.59 | 86.96 | 87.17 | 86.05 | 86.91 | 86.59 | 86.09 | 87.88 | 86.43 | 88.22 | 86.29 | 85.90 | 88.44 | 85.77 | 87.78 | 87.44 | 87.89 | 84.06 | 83.75 | 86.38 | 86.19 | 86.93 | 85.02 | 88.44 |
| 937 | 86.32 | 85.94 | 88.05 | 86.54 | 85.44 | 84.49 | 86.84 | 87.28 | 87.01 | 86.83 | 87.41 | 86.07 | 87.96 | 86.21 | 87.14 | 87.79 | 86.40 | 88.30 | 87.63 | 88.30 | 84.60 | 87.41 | 86.35 | 85.10 | 86.18 | 84.69 | 88.30 |
| 905 | 86.37 | 85.70 | 87.59 | 85.57 | 84.86 | 85.76 | 86.53 | 86.21 | 85.60 | 87.53 | 88.03 | 88.23 | 87.40 | 86.83 | 87.91 | 86.08 | 85.00 | 87.73 | 87.42 | 85.99 | 86.62 | 84.30 | 87.37 | 84.82 | 86.18 | 85.53 | 88.23 |
| 587 | 87.64 | 86.26 | 86.20 | 86.10 | 85.54 | 86.99 | 87.26 | 86.49 | 87.93 | 87.43 | 86.60 | 87.17 | 87.25 | 86.59 | 86.52 | 88.23 | 86.19 | 85.89 | 88.01 | 86.97 | 85.62 | 84.09 | 86.85 | 85.03 | 86.15 | 85.31 | 88.23 |
| 616 | 85.54 | 86.28 | 85.45 | 87.10 | 86.71 | 87.46 | 86.03 | 87.42 | 87.44 | 86.85 | 87.87 | 87.88 | 88.21 | 86.09 | 86.48 | 87.66 | 87.05 | 86.02 | 87.18 | 88.15 | 84.39 | 85.94 | 85.24 | 85.30 | 86.29 | 84.43 | 88.21 |
| 874 | 85.99 | 86.59 | 84.63 | 85.84 | 85.59 | 86.34 | 86.60 | 87.05 | 87.79 | 87.43 | 87.61 | 88.19 | 85.72 | 86.62 | 87.21 | 86.28 | 85.53 | 87.14 | 87.34 | 87.65 | 85.37 | 83.25 | 87.78 | 85.97 | 84.89 | 86.36 | 88.19 |
| 651 | 86.25 | 85.85 | 87.20 | 87.51 | 86.18 | 88.04 | 87.84 | 86.45 | 87.65 | 87.92 | 86.47 | 88.13 | 86.73 | 86.04 | 85.94 | 86.92 | 85.45 | 86.22 | 87.41 | 86.15 | 87.88 | 85.45 | 85.92 | 86.06 | 86.37 | 86.86 | 88.13 |
| 875 | 86.79 | 86.72 | 87.12 | 85.91 | 86.02 | 86.36 | 87.40 | 87.23 | 86.34 | 86.95 | 87.33 | 87.29 | 86.76 | 86.50 | 86.55 | 87.47 | 86.29 | 87.58 | 88.05 | 87.64 | 84.74 | 85.46 | 86.72 | 86.23 | 86.73 | 85.10 | 88.05 |
| 648 | 85.00 | 86.34 | 86.48 | 86.80 | 87.07 | 86.64 | 86.77 | 86.70 | 87.82 | 84.96 | 88.04 | 86.85 | 86.76 | 86.17 | 85.87 | 86.84 | 87.82 | 86.68 | 86.36 | 87.88 | 86.88 | 83.56 | 86.51 | 86.24 | 87.36 | 85.49 | 88.04 |
| 778 | 85.89 | 86.83 | 85.86 | 86.05 | 87.92 | 87.43 | 87.15 | 86.08 | 87.78 | 85.84 | 86.63 | 87.00 | 85.80 | 87.23 | 86.53 | 87.70 | 85.99 | 87.04 | 87.52 | 86.74 | 86.26 | 83.14 | 85.74 | 84.76 | 86.22 | 86.94 | 87.92 |
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 6 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.31 | 91.30 | 89.30 | 87.23 | 86.52 | 85.35 | 86.98 | 87.70 | 86.46 | 87.10 | 86.28 | 89.04 | 88.87 | 87.21 | 86.30 | 88.28 | 89.99 | 87.32 | 87.90 | 87.73 | 88.28 | 87.49 | 89.15 | 88.52 | 87.88 | 87.05 |
| 20 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.46 | 85.88 | 85.38 | 87.66 | 84.66 | 86.02 | 87.79 | 86.10 | 87.53 | 87.18 | 86.81 | 86.65 | 86.55 | 86.62 | 87.40 | 84.33 | 87.37 | 87.68 | 88.24 | 87.17 | 83.97 | 85.40 | 88.29 | 87.14 | 85.03 | 85.69 |
| 9 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.99 | 89.43 | 87.46 | 87.04 | 87.15 | 84.09 | 88.10 | 86.89 | 87.63 | 88.50 | 88.86 | 85.49 | 87.51 | 89.12 | 87.67 | 88.41 | 90.44 | 89.34 | 89.71 | 87.94 | 86.38 | 86.70 | 88.60 | 87.65 | 88.40 | 86.71 |
| 23 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.65 | 86.75 | 87.75 | 88.62 | 87.85 | 88.92 | 87.71 | 86.06 | 88.79 | 89.73 | 89.04 | 88.27 | 87.18 | 90.89 | 86.49 | 87.97 | 88.51 | 89.64 | 70.63 | 87.10 | 89.30 | 85.96 | 88.23 | 86.41 | 88.02 | 86.86 |
| 21 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 85.51 | 87.42 | 89.24 | 88.70 | 87.35 | 88.19 | 90.26 | 89.83 | 89.47 | 90.57 | 90.43 | 87.31 | 90.64 | 90.45 | 88.53 | 88.91 | 89.95 | 89.37 | 86.78 | 88.23 | 88.29 | 88.13 | 89.79 | 88.00 | 89.49 | 87.34 |
| 8 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.92 | 87.42 | 87.88 | 86.51 | 87.99 | 87.59 | 88.28 | 87.08 | 88.08 | 86.99 | 89.71 | 86.98 | 89.24 | 89.64 | 84.52 | 89.72 | 87.96 | 90.16 | 87.48 | 90.16 | 87.55 | 88.11 | 89.51 | 88.64 | 87.10 | 87.34 |
| 0 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.90 | 88.91 | 88.87 | 88.43 | 86.51 | 86.19 | 87.87 | 86.80 | 87.87 | 86.73 | 88.75 | 86.35 | 89.39 | 87.34 | 88.11 | 89.08 | 88.93 | 87.73 | 89.33 | 89.08 | 88.06 | 88.47 | 88.77 | 87.20 | 87.38 | 88.12 |
| 15 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.75 | 86.87 | 88.53 | 86.70 | 86.18 | 87.07 | 88.96 | 86.56 | 88.08 | 88.79 | 89.46 | 86.63 | 88.06 | 87.48 | 86.25 | 86.42 | 89.23 | 88.32 | 90.53 | 88.09 | 89.11 | 87.53 | 86.76 | 88.08 | 88.58 | 86.02 |
| 22 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.67 | 89.06 | 88.91 | 87.17 | 85.94 | 88.52 | 87.94 | 87.61 | 88.48 | 88.48 | 88.03 | 87.48 | 87.02 | 88.06 | 87.48 | 89.79 | 88.70 | 89.08 | 86.92 | 90.17 | 88.13 | 85.32 | 87.92 | 86.71 | 86.60 | 86.16 |
| 13 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.54 | 87.70 | 88.34 | 88.45 | 88.13 | 84.28 | 87.39 | 86.79 | 89.27 | 87.33 | 89.67 | 87.28 | 90.01 | 89.01 | 88.36 | 89.17 | 91.17 | 90.49 | 89.43 | 87.83 | 86.47 | 86.80 | 89.67 | 88.12 | 88.82 | 85.07 |
| 18 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.14 | 90.35 | 91.61 | 86.73 | 89.44 | 86.81 | 88.40 | 87.64 | 89.28 | 89.45 | 88.21 | 88.50 | 88.33 | 89.70 | 86.92 | 88.70 | 85.43 | 89.87 | 89.96 | 87.51 | 88.87 | 86.09 | 90.39 | 87.12 | 89.11 | 88.13 |
| 17 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.27 | 88.40 | 89.42 | 86.19 | 87.22 | 87.31 | 86.64 | 89.48 | 88.18 | 90.94 | 86.95 | 87.41 | 89.36 | 89.40 | 89.42 | 89.53 | 88.28 | 89.48 | 91.33 | 88.71 | 85.22 | 88.27 | 90.18 | 88.18 | 88.98 | 88.32 |
| 19 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.53 | 87.89 | 89.86 | 87.70 | 89.14 | 85.99 | 89.49 | 87.95 | 86.39 | 89.40 | 90.42 | 90.38 | 90.60 | 91.13 | 89.21 | 89.99 | 87.81 | 91.38 | 90.62 | 87.81 | 87.34 | 86.40 | 91.10 | 87.23 | 89.16 | 88.22 |
| 2 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.16 | 87.87 | 89.20 | 87.76 | 88.75 | 88.36 | 90.25 | 88.44 | 89.30 | 89.78 | 90.92 | 89.17 | 88.91 | 88.74 | 88.07 | 90.77 | 90.05 | 90.30 | 88.91 | 87.28 | 87.00 | 88.25 | 90.03 | 88.89 | 88.00 | 88.58 |
| 3 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.17 | 88.68 | 89.63 | 86.17 | 87.46 | 87.15 | 87.18 | 88.80 | 88.39 | 89.56 | 89.37 | 89.09 | 89.73 | 89.45 | 87.17 | 88.47 | 90.12 | 90.72 | 89.16 | 87.88 | 89.90 | 87.35 | 90.61 | 88.86 | 89.95 | 89.59 |
| 14 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.81 | 88.21 | 89.73 | 87.74 | 86.83 | 87.82 | 86.83 | 89.38 | 89.66 | 88.69 | 87.67 | 86.57 | 90.22 | 87.97 | 87.45 | 90.13 | 88.96 | 89.84 | 90.45 | 87.73 | 87.28 | 86.74 | 89.29 | 88.83 | 88.85 | 88.30 |
| 11 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.30 | 86.69 | 89.38 | 87.62 | 89.13 | 86.14 | 87.85 | 89.49 | 88.70 | 90.03 | 89.95 | 87.05 | 89.29 | 88.28 | 89.90 | 88.08 | 89.38 | 90.62 | 89.94 | 88.80 | 85.17 | 89.36 | 90.07 | 87.73 | 89.91 | 85.75 |
| 12 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.65 | 90.47 | 91.40 | 87.47 | 88.16 | 88.41 | 88.92 | 89.59 | 89.72 | 88.17 | 91.15 | 88.48 | 88.34 | 89.10 | 89.25 | 89.76 | 90.58 | 90.16 | 88.55 | 89.32 | 88.49 | 88.27 | 89.55 | 88.40 | 88.95 | 89.71 |
| 10 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.32 | 88.53 | 90.53 | 89.35 | 89.01 | 88.54 | 89.94 | 88.70 | 88.52 | 87.47 | 90.53 | 88.22 | 89.81 | 89.39 | 88.46 | 90.34 | 89.82 | 91.99 | 90.27 | 88.76 | 88.03 | 90.42 | 88.77 | 89.11 | 87.21 | 86.40 |
| 1 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.89 | 89.07 | 90.78 | 88.77 | 88.68 | 90.88 | 88.47 | 88.69 | 89.40 | 88.23 | 88.51 | 88.52 | 90.02 | 90.97 | 88.53 | 88.12 | 90.65 | 90.18 | 90.66 | 89.57 | 90.67 | 88.94 | 91.18 | 88.17 | 89.53 | 90.51 |
| 16 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.33 | 89.32 | 90.32 | 89.09 | 90.22 | 88.99 | 89.88 | 88.78 | 88.89 | 88.64 | 88.65 | 88.04 | 91.11 | 89.58 | 87.32 | 89.98 | 89.48 | 89.12 | 90.17 | 89.94 | 89.61 | 87.36 | 90.81 | 87.88 | 89.33 | 87.71 |
| 7 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.85 | 89.27 | 89.60 | 86.66 | 89.57 | 87.89 | 87.19 | 88.93 | 88.12 | 89.64 | 87.34 | 87.33 | 89.67 | 88.71 | 87.29 | 90.11 | 87.50 | 89.48 | 91.10 | 90.26 | 88.50 | 87.83 | 90.61 | 89.47 | 88.49 | 88.07 |
| 4 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.02 | 88.82 | 88.96 | 89.08 | 88.28 | 87.78 | 89.63 | 88.65 | 88.93 | 89.61 | 89.24 | 87.73 | 89.02 | 89.15 | 89.32 | 89.72 | 88.47 | 89.01 | 88.70 | 88.58 | 88.69 | 88.54 | 90.27 | 89.92 | 86.14 | 88.75 |
| 5 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.48 | 87.84 | 89.60 | 90.44 | 89.53 | 88.96 | 90.38 | 89.53 | 89.67 | 88.82 | 89.04 | 88.12 | 88.87 | 87.84 | 87.81 | 90.22 | 88.59 | 88.84 | 89.33 | 88.91 | 89.07 | 88.12 | 88.97 | 89.22 | 87.96 | 89.01 |
Size of the test data: (24, 34)
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_11 | 87.597083 | 0.750770 |
| mAP_valid_abs_values_20 | 87.502083 | 0.859261 |
| mAP_valid_abs_values_13 | 87.385000 | 0.916643 |
| mAP_valid_abs_values_16 | 87.259167 | 1.004191 |
| mAP_valid_abs_values_12 | 87.186667 | 0.955755 |
| mAP_valid_abs_values_18 | 87.160000 | 0.913207 |
| mAP_valid_abs_values_9 | 87.150417 | 0.651203 |
| mAP_valid_abs_values_10 | 87.071250 | 0.941014 |
| mAP_valid_abs_values_19 | 87.005000 | 2.502807 |
| mAP_valid_abs_values_6 | 86.997083 | 0.886167 |
| mAP_valid_abs_values_23 | 86.750417 | 1.189843 |
| mAP_valid_abs_values_14 | 86.739583 | 0.826335 |
| mAP_valid_abs_values_8 | 86.682917 | 0.494751 |
| mAP_valid_abs_values_15 | 86.671667 | 0.838812 |
| mAP_valid_abs_values_3 | 86.593333 | 0.922976 |
| mAP_valid_abs_values_2 | 86.582917 | 1.027709 |
| mAP_valid_abs_values_17 | 86.577500 | 0.869894 |
| mAP_valid_abs_values_7 | 86.537500 | 0.678369 |
| mAP_valid_abs_values_5 | 86.354167 | 1.064032 |
| mAP_valid_abs_values_4 | 86.088750 | 0.835304 |
| mAP_valid_abs_values | 85.971250 | 0.919425 |
| mAP_valid_abs_values_25 | 85.942083 | 0.820562 |
| mAP_valid_abs_values_26 | 85.880833 | 0.994113 |
| mAP_valid_abs_values_24 | 85.577917 | 1.073697 |
| mAP_valid_abs_values_21 | 85.540417 | 1.084513 |
| mAP_valid_abs_values_22 | 84.982083 | 1.188064 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
optimal_params.to_csv('optimal_params_32bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_18 | 89.588333 | 1.125702 |
| mAP_test_abs_values_23 | 89.521667 | 1.093946 |
| mAP_test_abs_values_3 | 89.236667 | 1.324573 |
| mAP_test_abs_values_13 | 89.072917 | 1.187802 |
| mAP_test_abs_values_17 | 89.057083 | 1.297427 |
| mAP_test_abs_values_16 | 89.000000 | 1.411345 |
| mAP_test_abs_values_14 | 88.967917 | 1.211539 |
| mAP_test_abs_values_11 | 88.957917 | 1.316527 |
| mAP_test_abs_values_10 | 88.742917 | 1.173102 |
| mAP_test_abs_values_19 | 88.587500 | 4.023887 |
| mAP_test_abs_values_9 | 88.533750 | 0.921949 |
| mAP_test_abs_values_20 | 88.523333 | 0.988625 |
| mAP_test_abs_values_7 | 88.430417 | 1.178269 |
| mAP_test_abs_values_2 | 88.422917 | 1.288826 |
| average_map | 88.413574 | 0.676523 |
| mAP_test_abs_values_25 | 88.286250 | 1.224059 |
| mAP_test_abs_values_24 | 88.145000 | 0.893328 |
| mAP_test_abs_values_8 | 88.144583 | 1.189274 |
| mAP_test_abs_values_5 | 87.904167 | 1.365545 |
| mAP_test_abs_values_21 | 87.890833 | 1.589626 |
| mAP_test_abs_values_4 | 87.803333 | 1.102569 |
| mAP_test_abs_values_15 | 87.801250 | 1.226697 |
| mAP_test_abs_values | 87.775833 | 1.002106 |
| mAP_test_abs_values_12 | 87.753750 | 1.095055 |
| mAP_test_abs_values_26 | 87.642083 | 1.391665 |
| mAP_test_abs_values_22 | 87.577083 | 1.241193 |
| mAP_test_abs_values_6 | 87.385417 | 1.580575 |
Code
res_valid_mwu_32['id'] = res_valid_mwu_32.index.to_series().apply(extract_number)
res_test_mwu_32['id'] = res_test_mwu_32.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid_mwu_32,res_test_mwu_32])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test_mwu_32 = res_test_mwu_32.sort_values(by=['id']).reset_index().query("index !='average_map'")
res_valid_mwu_32 = res_valid_mwu_32.reset_index(drop=True)
res_valid_mwu_32.columns = ['valid_score', 'std', 'id']
res_valid_mwu_32 = res_valid_mwu_32[['valid_score', 'id']]
res_test_mwu_32.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_32 = res_test_mwu_32[['test_score', 'id']]
result_merged_mwu_32 = pd.merge(res_valid_mwu_32,res_test_mwu_32,on='id')
result_merged_mwu_32.sort_values(by=['valid_score'], ascending=False,inplace=True)
result_merged_mwu_32 = result_merged_mwu_32[['id','valid_score','test_score']]
html_table = result_merged_mwu_32.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))| id | valid_score | test_score | |
|---|---|---|---|
| 0 | 11 | 87.597083 | 88.957917 |
| 1 | 20 | 87.502083 | 88.523333 |
| 2 | 13 | 87.385000 | 89.072917 |
| 3 | 16 | 87.259167 | 89.000000 |
| 4 | 12 | 87.186667 | 87.753750 |
| 5 | 18 | 87.160000 | 89.588333 |
| 6 | 9 | 87.150417 | 88.533750 |
| 7 | 10 | 87.071250 | 88.742917 |
| 8 | 19 | 87.005000 | 88.587500 |
| 9 | 6 | 86.997083 | 87.385417 |
| 10 | 23 | 86.750417 | 89.521667 |
| 11 | 14 | 86.739583 | 88.967917 |
| 12 | 8 | 86.682917 | 88.144583 |
| 13 | 15 | 86.671667 | 87.801250 |
| 14 | 3 | 86.593333 | 89.236667 |
| 15 | 2 | 86.582917 | 88.422917 |
| 16 | 17 | 86.577500 | 89.057083 |
| 17 | 7 | 86.537500 | 88.430417 |
| 18 | 5 | 86.354167 | 87.904167 |
| 19 | 4 | 86.088750 | 87.803333 |
| 20 | 1 | 85.971250 | 87.775833 |
| 21 | 25 | 85.942083 | 88.286250 |
| 22 | 26 | 85.880833 | 87.642083 |
| 23 | 24 | 85.577917 | 88.145000 |
| 24 | 21 | 85.540417 | 87.890833 |
| 25 | 22 | 84.982083 | 87.577083 |
Code
#%%
dt_valid = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_24082024_{layer_vsn}.csv")
dt_test = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_24082024_{layer_vsn}.csv")
output_size = 24
query = (
"output_size == @output_size "
)
dt_valid = dt_valid.query(query)
dt_test = dt_test.query(query)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 372 | 24 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 80.88 | 80.11 | 81.79 | 79.86 | 81.44 | 82.54 | 82.37 | 82.98 | 83.49 | 78.68 | 82.90 | 84.45 | 83.25 | 77.54 | 83.08 | 82.40 | 83.17 | 84.76 | 82.28 | 83.33 | 19.49 | 81.00 | 80.13 | 80.76 | 80.67 | 82.29 |
| 5 | 372 | 24 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 83.47 | 82.21 | 82.34 | 82.51 | 83.88 | 80.68 | 81.94 | 86.07 | 85.03 | 82.76 | 85.46 | 83.43 | 82.67 | 85.27 | 83.80 | 84.83 | 19.49 | 83.87 | 85.94 | 87.14 | 83.06 | 79.91 | 82.44 | 81.95 | 81.62 | 77.42 |
| 6 | 372 | 24 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 81.71 | 82.72 | 82.71 | 83.47 | 83.06 | 84.83 | 84.20 | 82.12 | 83.66 | 85.11 | 84.85 | 84.36 | 83.26 | 84.60 | 82.91 | 86.58 | 81.58 | 87.27 | 85.44 | 83.66 | 82.11 | 80.75 | 83.92 | 83.52 | 81.87 | 82.38 |
| 7 | 372 | 24 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 81.03 | 83.22 | 82.20 | 83.51 | 82.44 | 81.88 | 83.46 | 84.72 | 19.49 | 83.35 | 85.25 | 86.57 | 83.02 | 84.61 | 85.25 | 83.82 | 84.70 | 84.18 | 84.62 | 82.65 | 82.92 | 80.59 | 84.86 | 82.47 | 82.65 | 85.41 |
| 36 | 372 | 24 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 82.43 | 77.90 | 81.65 | 81.50 | 81.28 | 83.33 | 81.00 | 80.04 | 84.20 | 83.86 | 85.09 | 84.93 | 83.33 | 84.05 | 77.57 | 81.73 | 85.10 | 83.07 | 84.27 | 86.37 | 74.15 | 81.07 | 72.22 | 82.73 | 81.34 | 80.75 |
| 37 | 372 | 24 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 81.06 | 83.47 | 82.77 | 80.77 | 84.06 | 82.86 | 86.00 | 83.33 | 84.30 | 83.72 | 84.87 | 82.97 | 85.13 | 83.57 | 85.63 | 84.24 | 84.97 | 84.85 | 85.06 | 84.95 | 82.47 | 82.15 | 83.90 | 81.94 | 83.12 | 84.74 |
| 38 | 372 | 24 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 81.38 | 79.63 | 83.16 | 83.59 | 81.34 | 83.30 | 83.25 | 80.22 | 84.10 | 83.72 | 83.84 | 84.02 | 85.02 | 86.24 | 82.97 | 83.49 | 82.99 | 83.21 | 84.38 | 83.23 | 82.43 | 81.04 | 84.88 | 82.47 | 79.64 | 82.56 |
| 39 | 372 | 24 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 81.92 | 83.72 | 82.58 | 82.11 | 85.34 | 83.19 | 81.26 | 85.31 | 83.86 | 85.02 | 84.05 | 83.66 | 84.83 | 84.17 | 84.93 | 82.24 | 82.96 | 84.71 | 86.44 | 83.65 | 84.22 | 81.68 | 81.20 | 83.80 | 82.00 | 82.63 |
| 68 | 372 | 24 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 78.49 | 83.95 | 68.45 | 81.19 | 67.59 | 80.44 | 66.45 | 78.77 | 83.16 | 81.66 | 84.44 | 83.27 | 86.12 | 80.70 | 78.79 | 82.69 | 81.88 | 82.79 | 83.92 | 84.07 | 80.57 | 80.41 | 82.96 | 82.61 | 82.90 | 81.54 |
| 69 | 372 | 24 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 83.66 | 82.68 | 81.85 | 82.81 | 81.24 | 83.31 | 83.30 | 82.14 | 84.57 | 81.13 | 81.29 | 83.75 | 84.45 | 82.13 | 84.45 | 81.40 | 86.03 | 84.23 | 81.17 | 86.80 | 80.30 | 82.46 | 82.20 | 66.91 | 79.64 | 82.43 |
| 70 | 372 | 24 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 78.50 | 69.55 | 83.13 | 85.39 | 77.87 | 80.66 | 79.20 | 80.14 | 81.51 | 84.83 | 84.00 | 85.46 | 85.77 | 80.43 | 81.84 | 85.08 | 81.18 | 82.08 | 84.92 | 82.98 | 70.04 | 77.93 | 82.98 | 80.92 | 80.65 | 82.35 |
| 71 | 372 | 24 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 84.16 | 68.80 | 83.34 | 84.40 | 82.39 | 84.58 | 83.42 | 85.84 | 85.35 | 84.04 | 83.39 | 86.19 | 82.99 | 82.61 | 85.47 | 84.20 | 74.96 | 82.80 | 83.29 | 85.22 | 80.47 | 82.04 | 81.66 | 82.09 | 80.64 | 82.32 |
| 100 | 372 | 24 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 80.24 | 82.30 | 81.39 | 83.84 | 82.47 | 73.16 | 82.54 | 84.09 | 83.35 | 83.03 | 83.28 | 83.56 | 83.05 | 83.45 | 83.77 | 85.00 | 83.67 | 82.93 | 85.96 | 86.13 | 81.15 | 82.41 | 83.44 | 54.83 | 80.94 | 82.18 |
| 101 | 372 | 24 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 19.49 | 83.87 | 82.70 | 83.95 | 82.27 | 84.22 | 83.39 | 82.45 | 85.22 | 83.75 | 84.36 | 84.11 | 84.71 | 83.69 | 81.56 | 82.22 | 82.96 | 84.68 | 84.22 | 84.02 | 81.73 | 82.04 | 80.77 | 83.95 | 81.63 | 83.90 |
| 102 | 372 | 24 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 81.82 | 82.19 | 84.83 | 84.15 | 83.93 | 84.06 | 83.27 | 82.64 | 83.60 | 83.79 | 85.21 | 85.20 | 85.47 | 84.07 | 55.54 | 82.84 | 83.23 | 81.94 | 85.41 | 84.15 | 77.27 | 82.32 | 81.10 | 53.71 | 81.93 | 80.95 |
| 103 | 372 | 24 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 80.57 | 83.31 | 79.78 | 84.52 | 80.71 | 83.62 | 84.55 | 82.49 | 85.26 | 83.09 | 85.84 | 84.81 | 84.60 | 85.97 | 83.14 | 84.90 | 83.82 | 84.60 | 85.46 | 85.80 | 81.90 | 81.61 | 80.87 | 63.04 | 81.92 | 81.55 |
| 132 | 372 | 24 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 83.15 | 83.07 | 82.54 | 81.29 | 83.51 | 83.62 | 85.33 | 82.71 | 82.09 | 85.43 | 86.68 | 85.29 | 81.22 | 79.26 | 83.20 | 83.19 | 83.98 | 83.21 | 84.94 | 73.39 | 82.74 | 56.48 | 79.08 | 86.42 | 80.81 | 83.84 |
| 133 | 372 | 24 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 82.13 | 80.59 | 83.00 | 81.24 | 84.01 | 83.50 | 84.34 | 82.66 | 81.18 | 84.79 | 84.72 | 73.88 | 85.26 | 85.61 | 82.96 | 85.87 | 85.15 | 83.24 | 87.21 | 86.10 | 81.19 | 82.64 | 83.24 | 83.34 | 82.79 | 83.73 |
| 134 | 372 | 24 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 82.51 | 81.89 | 84.09 | 80.24 | 83.57 | 82.72 | 84.84 | 84.91 | 84.43 | 84.87 | 84.67 | 83.73 | 84.67 | 82.81 | 83.81 | 86.12 | 83.65 | 82.23 | 85.94 | 74.40 | 84.08 | 81.29 | 82.14 | 81.90 | 83.84 | 82.97 |
| 135 | 372 | 24 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 81.60 | 83.70 | 83.01 | 81.78 | 82.57 | 85.83 | 84.38 | 83.60 | 85.20 | 85.32 | 84.04 | 75.00 | 85.09 | 85.61 | 83.54 | 82.72 | 84.10 | 82.76 | 85.31 | 84.72 | 82.63 | 82.42 | 82.71 | 82.63 | 80.63 | 83.29 |
| 164 | 372 | 24 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 80.93 | 79.44 | 84.54 | 80.96 | 82.60 | 83.73 | 83.22 | 81.93 | 73.88 | 84.29 | 86.72 | 83.80 | 79.81 | 82.95 | 84.59 | 86.04 | 83.77 | 84.96 | 85.46 | 74.56 | 85.91 | 82.50 | 82.86 | 81.30 | 82.58 | 82.04 |
| 165 | 372 | 24 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 83.81 | 83.54 | 83.89 | 83.62 | 82.58 | 84.05 | 87.06 | 83.76 | 84.77 | 84.62 | 84.46 | 85.36 | 85.94 | 85.15 | 83.71 | 84.72 | 83.72 | 84.53 | 87.95 | 83.92 | 83.65 | 83.55 | 84.29 | 84.22 | 84.11 | 82.33 |
| 166 | 372 | 24 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 83.37 | 83.39 | 82.22 | 81.92 | 84.51 | 85.03 | 84.86 | 86.38 | 83.17 | 83.59 | 84.53 | 85.28 | 84.34 | 87.82 | 85.66 | 84.27 | 86.58 | 73.05 | 86.62 | 85.65 | 79.31 | 80.97 | 53.52 | 82.74 | 82.91 | 84.18 |
| 167 | 372 | 24 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 82.54 | 84.47 | 84.27 | 85.46 | 83.22 | 86.30 | 72.83 | 85.10 | 85.36 | 85.06 | 85.50 | 85.99 | 86.26 | 73.29 | 82.25 | 85.58 | 84.24 | 83.16 | 85.57 | 84.77 | 82.96 | 81.75 | 82.98 | 84.34 | 83.25 | 83.93 |
| 196 | 372 | 24 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 39.66 | 39.61 | 39.74 | 39.95 | 39.79 | 40.17 | 47.63 | 39.42 | 39.75 | 39.85 | 39.75 | 40.00 | 39.77 | 39.87 | 39.60 | 39.48 | 39.65 | 39.70 | 39.56 | 40.07 | 39.52 | 38.29 | 39.62 | 38.83 | 38.87 | 38.82 |
| 197 | 372 | 24 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 39.53 | 39.62 | 39.92 | 39.74 | 39.34 | 39.68 | 40.23 | 39.95 | 39.73 | 39.68 | 39.93 | 40.16 | 40.13 | 39.40 | 39.72 | 39.72 | 39.80 | 40.10 | 39.71 | 40.16 | 38.78 | 39.50 | 38.90 | 39.15 | 38.98 | 39.29 |
| 198 | 372 | 24 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 40.38 | 40.14 | 39.35 | 39.99 | 39.98 | 40.12 | 40.56 | 39.42 | 40.12 | 39.89 | 40.05 | 40.40 | 39.90 | 40.01 | 39.66 | 39.93 | 40.16 | 82.47 | 39.95 | 39.47 | 39.71 | 38.99 | 39.65 | 39.30 | 39.06 | 39.17 |
| 199 | 372 | 24 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 40.28 | 40.12 | 39.29 | 39.45 | 39.50 | 39.91 | 83.98 | 39.60 | 39.84 | 39.98 | 39.96 | 39.26 | 81.63 | 39.80 | 39.55 | 40.30 | 40.03 | 39.69 | 40.01 | 40.20 | 38.81 | 39.07 | 39.60 | 38.95 | 38.95 | 38.73 |
| 228 | 372 | 24 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 40.54 | 39.51 | 39.39 | 39.43 | 39.68 | 40.05 | 47.59 | 39.77 | 40.08 | 40.30 | 40.25 | 40.25 | 40.38 | 39.69 | 39.91 | 39.35 | 40.13 | 39.59 | 39.89 | 40.23 | 38.62 | 39.02 | 39.92 | 39.33 | 39.33 | 39.13 |
| 229 | 372 | 24 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 40.45 | 39.85 | 39.79 | 40.31 | 40.06 | 40.14 | 40.16 | 39.69 | 40.15 | 40.25 | 40.12 | 39.75 | 39.95 | 39.77 | 47.08 | 40.00 | 39.63 | 39.70 | 39.65 | 45.10 | 43.77 | 45.71 | 38.71 | 39.23 | 38.55 | 39.09 |
| 230 | 372 | 24 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 39.77 | 47.35 | 40.10 | 40.11 | 39.88 | 39.97 | 40.44 | 39.65 | 40.02 | 39.57 | 40.21 | 46.73 | 40.09 | 39.78 | 46.85 | 39.94 | 39.63 | 78.65 | 39.59 | 39.91 | 38.54 | 38.77 | 39.29 | 39.10 | 39.05 | 39.30 |
| 231 | 372 | 24 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 39.60 | 39.67 | 39.86 | 39.61 | 39.78 | 40.29 | 39.73 | 40.05 | 40.14 | 39.96 | 39.99 | 40.34 | 19.49 | 39.56 | 39.96 | 39.69 | 39.68 | 40.31 | 45.86 | 39.69 | 38.62 | 39.52 | 39.35 | 39.07 | 39.66 | 39.41 |
| 260 | 372 | 24 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 39.79 | 39.45 | 39.40 | 40.09 | 39.76 | 39.59 | 40.37 | 40.24 | 39.94 | 40.24 | 40.19 | 40.51 | 40.11 | 38.95 | 39.97 | 40.20 | 40.11 | 40.16 | 39.63 | 39.91 | 39.38 | 38.87 | 39.98 | 39.19 | 38.69 | 39.33 |
| 261 | 372 | 24 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 40.14 | 40.18 | 39.88 | 39.74 | 39.94 | 40.07 | 40.38 | 40.24 | 40.49 | 39.23 | 40.09 | 39.59 | 40.08 | 39.00 | 40.30 | 39.43 | 39.93 | 39.65 | 40.13 | 39.74 | 46.79 | 39.15 | 39.42 | 39.34 | 38.82 | 39.56 |
| 262 | 372 | 24 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 40.18 | 40.14 | 46.37 | 39.87 | 40.28 | 40.30 | 40.31 | 40.36 | 39.95 | 40.13 | 39.91 | 40.21 | 46.61 | 39.71 | 40.40 | 39.73 | 39.91 | 79.72 | 48.14 | 39.89 | 39.76 | 39.08 | 39.89 | 38.98 | 39.64 | 39.13 |
| 263 | 372 | 24 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 39.78 | 40.02 | 39.41 | 39.88 | 47.11 | 39.83 | 40.01 | 39.50 | 40.16 | 39.94 | 39.64 | 40.17 | 40.02 | 40.50 | 39.84 | 40.21 | 39.28 | 39.74 | 40.06 | 39.85 | 39.62 | 39.09 | 39.54 | 39.32 | 38.82 | 39.23 |
| 292 | 372 | 24 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 79.56 | 82.58 | 80.40 | 83.36 | 81.91 | 82.23 | 84.56 | 81.83 | 81.08 | 82.37 | 82.63 | 85.04 | 83.28 | 83.21 | 81.91 | 81.14 | 19.49 | 81.92 | 84.21 | 83.71 | 19.49 | 80.92 | 80.28 | 64.42 | 82.02 | 80.09 |
| 293 | 372 | 24 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 81.33 | 84.16 | 83.42 | 82.92 | 83.27 | 83.32 | 85.43 | 84.17 | 84.23 | 85.73 | 83.56 | 85.34 | 84.84 | 84.29 | 83.81 | 84.49 | 85.20 | 84.85 | 86.86 | 84.78 | 83.01 | 82.80 | 84.48 | 82.83 | 79.89 | 80.65 |
| 294 | 372 | 24 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 83.05 | 82.82 | 83.92 | 83.24 | 83.92 | 81.95 | 83.84 | 82.97 | 81.71 | 85.16 | 83.36 | 84.00 | 82.08 | 85.46 | 83.65 | 84.68 | 83.56 | 83.78 | 84.43 | 83.45 | 81.87 | 83.19 | 81.35 | 81.64 | 83.39 | 80.50 |
| 295 | 372 | 24 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 82.00 | 77.69 | 81.92 | 82.91 | 84.11 | 84.11 | 83.44 | 82.33 | 84.08 | 83.86 | 85.47 | 83.67 | 84.98 | 80.84 | 83.88 | 83.24 | 85.01 | 83.50 | 85.85 | 84.76 | 82.63 | 82.59 | 85.31 | 84.39 | 79.42 | 80.67 |
| 324 | 372 | 24 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 79.94 | 70.55 | 81.72 | 81.45 | 83.35 | 81.49 | 82.73 | 81.40 | 82.20 | 84.11 | 84.42 | 84.55 | 83.61 | 84.09 | 70.76 | 83.52 | 76.95 | 81.64 | 85.38 | 82.69 | 79.95 | 65.76 | 76.91 | 77.02 | 65.53 | 72.81 |
| 325 | 372 | 24 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 84.11 | 82.00 | 83.44 | 82.63 | 83.98 | 85.79 | 82.93 | 84.02 | 84.43 | 85.21 | 84.46 | 85.49 | 83.40 | 86.51 | 83.51 | 86.43 | 84.48 | 84.90 | 85.64 | 85.05 | 81.09 | 80.94 | 82.55 | 83.30 | 82.48 | 79.51 |
| 326 | 372 | 24 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 82.54 | 82.51 | 85.07 | 83.09 | 82.95 | 83.77 | 82.46 | 84.37 | 84.11 | 84.75 | 82.40 | 83.50 | 84.94 | 86.25 | 84.29 | 83.24 | 85.60 | 83.76 | 83.72 | 83.51 | 82.09 | 83.35 | 84.01 | 82.32 | 66.86 | 65.85 |
| 327 | 372 | 24 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 81.07 | 77.92 | 82.66 | 78.13 | 82.56 | 84.67 | 84.11 | 82.89 | 86.54 | 87.04 | 86.09 | 85.16 | 81.43 | 84.08 | 84.39 | 81.81 | 86.15 | 83.50 | 84.00 | 85.40 | 77.00 | 82.54 | 80.76 | 77.61 | 82.16 | 80.90 |
| 356 | 372 | 24 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 80.91 | 65.26 | 79.72 | 76.09 | 81.17 | 82.30 | 84.32 | 83.40 | 75.71 | 19.49 | 84.18 | 83.80 | 82.61 | 84.76 | 83.75 | 79.15 | 81.34 | 83.90 | 83.88 | 85.87 | 65.83 | 82.10 | 81.49 | 78.03 | 81.43 | 79.87 |
| 357 | 372 | 24 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 68.79 | 80.80 | 81.47 | 65.90 | 82.81 | 84.47 | 85.25 | 82.69 | 80.25 | 79.97 | 82.32 | 81.76 | 81.69 | 81.43 | 80.77 | 78.73 | 85.41 | 80.08 | 82.46 | 82.48 | 65.79 | 67.30 | 83.18 | 82.44 | 82.31 | 82.25 |
| 358 | 372 | 24 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 80.96 | 85.06 | 78.41 | 82.77 | 83.40 | 82.43 | 82.37 | 82.80 | 82.33 | 83.89 | 84.71 | 84.85 | 82.02 | 75.25 | 84.56 | 84.40 | 81.46 | 84.20 | 84.68 | 88.50 | 80.70 | 66.54 | 80.99 | 68.77 | 69.31 | 82.00 |
| 359 | 372 | 24 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 82.00 | 79.42 | 80.10 | 81.40 | 83.78 | 82.92 | 84.08 | 88.08 | 82.12 | 84.50 | 83.76 | 83.88 | 85.14 | 85.74 | 84.31 | 80.53 | 82.70 | 84.78 | 83.91 | 83.12 | 79.63 | 80.29 | 70.33 | 68.99 | 70.95 | 84.07 |
| 388 | 372 | 24 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 83.08 | 79.90 | 83.30 | 83.60 | 81.98 | 83.80 | 84.12 | 82.30 | 85.02 | 83.60 | 85.34 | 74.60 | 86.16 | 83.15 | 84.89 | 85.41 | 84.53 | 83.78 | 85.42 | 85.59 | 81.31 | 82.78 | 83.30 | 81.70 | 82.53 | 82.69 |
| 389 | 372 | 24 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 83.30 | 82.52 | 82.66 | 81.32 | 82.23 | 82.14 | 84.43 | 83.51 | 84.89 | 84.73 | 85.56 | 85.16 | 83.79 | 85.33 | 84.76 | 83.90 | 84.39 | 86.17 | 84.99 | 83.62 | 82.31 | 81.82 | 82.00 | 81.79 | 73.65 | 83.12 |
| 390 | 372 | 24 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 83.25 | 82.03 | 80.17 | 79.64 | 81.99 | 84.98 | 82.76 | 83.18 | 83.14 | 85.03 | 85.41 | 84.26 | 83.58 | 83.64 | 79.86 | 84.95 | 83.69 | 74.95 | 87.46 | 84.65 | 82.01 | 81.68 | 82.53 | 54.27 | 81.63 | 57.05 |
| 391 | 372 | 24 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 82.98 | 82.53 | 82.11 | 84.48 | 84.60 | 84.85 | 82.60 | 83.82 | 84.54 | 84.86 | 84.65 | 74.55 | 83.92 | 83.13 | 81.89 | 85.23 | 84.69 | 84.31 | 76.21 | 84.93 | 83.21 | 79.77 | 53.19 | 81.72 | 84.12 | 83.67 |
| 420 | 372 | 24 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 83.99 | 82.23 | 82.23 | 78.85 | 82.52 | 83.16 | 85.68 | 82.53 | 84.90 | 85.45 | 84.82 | 83.74 | 83.60 | 83.33 | 84.95 | 84.14 | 84.98 | 84.39 | 85.89 | 76.06 | 83.92 | 53.36 | 83.48 | 82.55 | 82.71 | 81.12 |
| 421 | 372 | 24 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 80.01 | 85.05 | 82.48 | 82.70 | 81.87 | 83.63 | 84.12 | 85.56 | 83.76 | 74.15 | 84.84 | 86.87 | 85.73 | 82.35 | 73.43 | 85.09 | 84.19 | 85.21 | 85.62 | 73.69 | 83.27 | 82.45 | 83.68 | 83.10 | 83.09 | 81.44 |
| 422 | 372 | 24 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 73.17 | 84.23 | 83.40 | 84.07 | 80.45 | 84.01 | 82.11 | 85.43 | 84.21 | 84.56 | 86.21 | 87.65 | 85.63 | 86.45 | 84.61 | 85.55 | 83.43 | 73.48 | 86.34 | 85.03 | 82.86 | 84.09 | 82.79 | 81.87 | 83.65 | 84.54 |
| 423 | 372 | 24 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 83.54 | 81.97 | 83.23 | 79.84 | 81.78 | 83.89 | 83.23 | 82.75 | 83.11 | 84.27 | 86.34 | 85.60 | 85.35 | 82.66 | 84.67 | 85.87 | 84.06 | 81.37 | 86.01 | 73.07 | 83.09 | 81.91 | 84.57 | 85.15 | 83.15 | 84.04 |
| 452 | 372 | 24 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 81.38 | 81.23 | 81.83 | 84.71 | 78.88 | 84.50 | 85.29 | 69.57 | 72.94 | 84.42 | 84.11 | 85.44 | 84.76 | 79.70 | 80.82 | 85.86 | 84.80 | 85.69 | 86.55 | 83.31 | 84.29 | 81.78 | 85.00 | 82.87 | 83.28 | 83.08 |
| 453 | 372 | 24 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 83.10 | 81.06 | 82.47 | 81.43 | 84.14 | 83.41 | 83.93 | 85.02 | 82.23 | 86.94 | 87.20 | 84.72 | 84.85 | 84.89 | 83.77 | 84.48 | 84.06 | 85.43 | 86.17 | 86.25 | 84.06 | 82.07 | 84.25 | 83.28 | 81.60 | 83.55 |
| 454 | 372 | 24 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 85.43 | 83.26 | 82.96 | 82.32 | 82.70 | 83.56 | 84.10 | 86.58 | 84.14 | 86.04 | 85.24 | 85.00 | 84.70 | 83.71 | 82.54 | 84.97 | 73.08 | 82.04 | 86.08 | 84.32 | 82.88 | 81.03 | 82.64 | 82.55 | 83.11 | 83.65 |
| 455 | 372 | 24 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 84.01 | 83.78 | 82.61 | 82.84 | 83.01 | 85.57 | 82.71 | 84.73 | 84.16 | 84.75 | 73.61 | 74.40 | 85.67 | 85.69 | 83.24 | 83.96 | 85.11 | 84.24 | 85.12 | 83.50 | 82.69 | 83.18 | 82.63 | 82.45 | 84.35 | 83.61 |
| 484 | 372 | 24 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 39.91 | 40.38 | 39.21 | 39.28 | 39.46 | 46.98 | 39.66 | 39.71 | 39.80 | 39.90 | 39.96 | 39.98 | 40.03 | 39.74 | 39.70 | 81.12 | 40.18 | 39.93 | 40.09 | 39.63 | 38.59 | 38.64 | 38.99 | 39.18 | 39.30 | 39.32 |
| 485 | 372 | 24 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 39.67 | 39.67 | 39.88 | 39.71 | 39.81 | 39.97 | 40.00 | 39.71 | 40.28 | 39.77 | 40.26 | 39.65 | 40.11 | 39.89 | 40.05 | 39.73 | 39.64 | 39.90 | 47.67 | 39.86 | 39.05 | 39.12 | 39.59 | 39.02 | 39.21 | 39.24 |
| 486 | 372 | 24 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 39.98 | 39.87 | 39.81 | 39.51 | 39.62 | 40.21 | 40.14 | 39.58 | 40.19 | 40.07 | 40.23 | 39.89 | 40.26 | 39.64 | 39.74 | 48.08 | 39.71 | 40.15 | 39.78 | 40.38 | 39.73 | 38.52 | 39.54 | 39.37 | 38.91 | 39.11 |
| 487 | 372 | 24 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 39.81 | 39.87 | 39.99 | 39.91 | 40.15 | 39.57 | 39.91 | 39.61 | 39.98 | 40.15 | 39.75 | 40.03 | 39.76 | 39.66 | 39.79 | 39.71 | 40.18 | 39.65 | 40.23 | 40.00 | 38.99 | 38.44 | 39.54 | 39.82 | 38.98 | 39.63 |
| 516 | 372 | 24 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 40.27 | 39.66 | 39.85 | 39.90 | 39.84 | 40.06 | 39.94 | 40.13 | 39.77 | 39.72 | 40.03 | 39.77 | 39.84 | 40.06 | 40.17 | 46.58 | 39.87 | 39.86 | 39.89 | 39.58 | 38.51 | 39.51 | 39.48 | 38.96 | 39.20 | 39.36 |
| 517 | 372 | 24 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 40.08 | 39.68 | 39.48 | 39.80 | 39.80 | 39.97 | 40.23 | 39.34 | 39.39 | 39.87 | 40.15 | 39.66 | 39.88 | 39.81 | 39.71 | 39.95 | 39.20 | 46.75 | 39.93 | 39.73 | 39.05 | 38.96 | 39.34 | 39.03 | 39.08 | 39.16 |
| 518 | 372 | 24 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 39.68 | 40.38 | 39.70 | 40.14 | 39.93 | 40.24 | 40.19 | 39.76 | 39.80 | 46.39 | 39.77 | 39.92 | 40.28 | 40.40 | 39.69 | 46.69 | 40.35 | 39.94 | 39.96 | 40.24 | 39.14 | 38.64 | 39.45 | 39.35 | 39.12 | 39.03 |
| 519 | 372 | 24 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 40.18 | 39.73 | 39.68 | 40.08 | 40.04 | 39.61 | 40.45 | 40.28 | 40.34 | 40.13 | 40.18 | 40.20 | 39.80 | 48.06 | 39.14 | 39.57 | 39.18 | 39.85 | 39.84 | 39.67 | 39.93 | 39.21 | 38.86 | 39.35 | 39.16 | 39.04 |
| 548 | 372 | 24 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 40.25 | 39.99 | 39.57 | 40.19 | 40.15 | 39.76 | 40.28 | 40.01 | 39.77 | 39.93 | 39.49 | 39.73 | 39.86 | 39.83 | 39.94 | 39.76 | 39.85 | 39.55 | 40.00 | 40.33 | 39.43 | 39.26 | 39.19 | 38.97 | 39.21 | 39.13 |
| 549 | 372 | 24 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 39.95 | 39.74 | 39.78 | 39.90 | 39.74 | 39.90 | 39.89 | 40.11 | 40.09 | 39.75 | 40.25 | 39.88 | 39.82 | 40.16 | 39.40 | 39.76 | 40.19 | 40.01 | 39.98 | 39.56 | 39.67 | 39.04 | 39.43 | 38.60 | 39.06 | 39.47 |
| 550 | 372 | 24 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 40.33 | 40.01 | 39.80 | 40.23 | 39.48 | 40.07 | 39.65 | 40.09 | 39.95 | 40.27 | 40.32 | 40.17 | 40.45 | 39.98 | 39.94 | 39.84 | 40.28 | 39.81 | 39.72 | 40.35 | 39.25 | 39.32 | 39.14 | 39.43 | 39.12 | 39.35 |
| 551 | 372 | 24 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 40.00 | 39.83 | 39.47 | 39.76 | 39.64 | 40.08 | 46.54 | 39.23 | 84.58 | 40.14 | 40.14 | 40.35 | 40.10 | 40.07 | 39.87 | 40.26 | 40.07 | 40.38 | 39.84 | 46.27 | 39.11 | 38.98 | 39.37 | 39.20 | 38.81 | 39.27 |
| 580 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.03 | 85.80 | 85.44 | 86.38 | 86.21 | 87.99 | 86.31 | 86.44 | 87.69 | 87.02 | 87.81 | 87.68 | 85.98 | 86.31 | 86.56 | 88.53 | 86.94 | 87.12 | 85.90 | 87.41 | 85.11 | 83.91 | 84.28 | 84.00 | 84.80 | 85.54 |
| 581 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.06 | 86.13 | 84.78 | 86.50 | 86.91 | 87.46 | 85.19 | 87.55 | 87.38 | 86.95 | 88.52 | 85.90 | 87.34 | 86.08 | 86.51 | 87.91 | 85.95 | 87.26 | 87.55 | 88.72 | 85.52 | 84.87 | 84.18 | 85.07 | 84.37 | 84.77 |
| 582 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.39 | 87.15 | 86.36 | 85.94 | 86.58 | 87.36 | 87.08 | 88.10 | 87.58 | 86.08 | 87.02 | 86.28 | 86.47 | 85.41 | 85.69 | 87.74 | 87.66 | 87.08 | 87.97 | 87.09 | 87.12 | 84.33 | 86.76 | 83.54 | 84.17 | 84.59 |
| 583 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 85.32 | 85.20 | 85.60 | 86.65 | 85.69 | 87.16 | 84.98 | 86.70 | 86.55 | 86.43 | 85.82 | 86.95 | 85.30 | 85.04 | 86.59 | 87.39 | 86.08 | 86.57 | 86.87 | 88.68 | 84.94 | 85.58 | 85.77 | 83.31 | 85.72 | 84.60 |
| 612 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.54 | 86.49 | 84.61 | 85.93 | 84.41 | 87.69 | 86.78 | 84.05 | 87.07 | 87.56 | 86.29 | 88.14 | 85.50 | 84.15 | 85.38 | 88.43 | 86.67 | 85.59 | 86.67 | 86.40 | 88.25 | 82.70 | 85.08 | 83.60 | 85.52 | 84.73 |
| 613 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.07 | 86.85 | 83.97 | 86.66 | 84.58 | 88.03 | 87.06 | 87.45 | 87.52 | 86.09 | 87.58 | 86.06 | 85.07 | 86.00 | 84.83 | 86.12 | 86.14 | 86.57 | 87.07 | 86.83 | 84.44 | 85.66 | 85.68 | 84.05 | 84.47 | 86.23 |
| 614 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.54 | 86.57 | 85.02 | 85.86 | 83.72 | 85.14 | 85.25 | 87.26 | 87.76 | 83.78 | 87.26 | 87.08 | 87.33 | 86.37 | 87.15 | 88.00 | 86.84 | 88.88 | 87.96 | 87.09 | 84.51 | 84.78 | 84.60 | 84.56 | 86.51 | 82.98 |
| 615 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 85.41 | 87.32 | 82.11 | 82.01 | 86.33 | 87.36 | 87.80 | 86.51 | 86.12 | 84.18 | 87.53 | 84.09 | 87.75 | 86.70 | 87.45 | 86.13 | 86.46 | 87.87 | 88.07 | 86.80 | 85.13 | 83.97 | 85.03 | 84.03 | 83.52 | 85.54 |
| 644 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.84 | 85.24 | 85.05 | 86.93 | 87.47 | 86.40 | 87.71 | 86.02 | 86.97 | 86.35 | 85.82 | 86.42 | 86.62 | 88.13 | 85.19 | 89.02 | 85.42 | 87.65 | 86.72 | 86.20 | 82.99 | 85.16 | 85.97 | 84.12 | 86.81 | 84.83 |
| 645 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.30 | 84.18 | 85.78 | 85.82 | 86.47 | 87.29 | 87.95 | 86.40 | 87.54 | 85.17 | 87.33 | 86.31 | 84.30 | 84.76 | 85.10 | 86.90 | 86.12 | 86.55 | 87.54 | 86.47 | 86.58 | 85.64 | 86.40 | 85.79 | 86.45 | 84.98 |
| 646 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 84.26 | 85.38 | 86.24 | 85.94 | 86.48 | 85.84 | 86.70 | 86.45 | 86.02 | 85.38 | 87.45 | 88.56 | 85.16 | 85.93 | 85.24 | 86.10 | 86.43 | 88.65 | 86.95 | 86.16 | 81.95 | 83.43 | 86.40 | 83.76 | 83.88 | 83.66 |
| 647 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.07 | 86.71 | 84.35 | 87.00 | 84.44 | 87.78 | 87.28 | 85.94 | 86.84 | 85.86 | 87.84 | 85.41 | 87.25 | 87.05 | 87.13 | 85.82 | 85.93 | 86.02 | 85.40 | 85.34 | 86.67 | 85.08 | 84.91 | 84.73 | 84.68 | 84.95 |
| 676 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 85.36 | 86.94 | 85.05 | 84.77 | 85.31 | 85.48 | 86.17 | 84.54 | 74.11 | 87.53 | 86.78 | 87.15 | 85.21 | 73.72 | 85.37 | 86.43 | 86.33 | 86.17 | 86.84 | 86.91 | 83.81 | 83.67 | 84.50 | 84.54 | 83.93 | 85.91 |
| 677 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.36 | 85.61 | 86.33 | 86.38 | 85.74 | 87.32 | 84.84 | 86.18 | 73.84 | 87.26 | 85.86 | 74.91 | 86.80 | 87.35 | 87.03 | 86.80 | 86.09 | 87.54 | 87.15 | 88.56 | 84.99 | 83.33 | 84.84 | 84.36 | 86.31 | 85.58 |
| 678 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 85.00 | 86.96 | 86.34 | 85.81 | 85.59 | 87.29 | 87.01 | 87.54 | 88.12 | 85.45 | 87.86 | 86.58 | 86.48 | 85.99 | 86.75 | 85.85 | 84.64 | 85.99 | 75.12 | 88.28 | 87.29 | 85.23 | 84.16 | 83.24 | 85.95 | 85.52 |
| 679 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 82.87 | 86.78 | 85.55 | 84.72 | 86.87 | 86.94 | 86.00 | 86.46 | 87.53 | 85.89 | 75.37 | 87.09 | 87.47 | 86.97 | 85.00 | 86.02 | 84.17 | 87.24 | 75.24 | 86.26 | 86.86 | 85.05 | 85.58 | 85.95 | 85.65 | 84.04 |
| 708 | 372 | 24 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 83.18 | 84.59 | 85.62 | 85.51 | 85.84 | 85.52 | 87.25 | 86.57 | 87.44 | 73.26 | 87.11 | 86.40 | 85.93 | 84.64 | 84.92 | 86.61 | 85.22 | 87.25 | 75.20 | 87.77 | 84.44 | 85.04 | 85.87 | 84.62 | 85.06 | 83.72 |
| 709 | 372 | 24 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 83.85 | 74.09 | 86.25 | 85.88 | 85.28 | 88.21 | 74.48 | 74.42 | 88.26 | 86.29 | 87.00 | 75.08 | 87.28 | 86.00 | 86.54 | 74.18 | 85.82 | 87.82 | 87.52 | 86.37 | 84.29 | 83.88 | 82.94 | 85.70 | 84.36 | 84.67 |
| 710 | 372 | 24 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 85.18 | 86.68 | 85.95 | 85.71 | 77.17 | 85.41 | 86.17 | 86.04 | 86.32 | 86.20 | 86.86 | 73.26 | 87.54 | 86.07 | 86.03 | 87.77 | 85.88 | 85.64 | 87.06 | 87.73 | 85.76 | 83.06 | 84.60 | 84.37 | 84.71 | 84.76 |
| 711 | 372 | 24 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 84.63 | 85.10 | 85.81 | 86.04 | 85.58 | 87.17 | 85.53 | 86.86 | 85.95 | 87.11 | 74.55 | 73.96 | 76.13 | 85.60 | 85.48 | 88.03 | 85.46 | 86.64 | 75.74 | 75.18 | 82.80 | 83.39 | 54.50 | 84.17 | 84.84 | 85.48 |
| 740 | 372 | 24 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 85.08 | 85.15 | 85.28 | 86.56 | 85.34 | 86.44 | 85.62 | 85.77 | 87.16 | 87.09 | 88.78 | 75.24 | 86.22 | 85.92 | 84.96 | 86.19 | 86.25 | 86.38 | 85.74 | 75.58 | 84.91 | 84.50 | 54.45 | 85.17 | 54.13 | 83.73 |
| 741 | 372 | 24 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 84.73 | 85.82 | 85.13 | 85.41 | 86.46 | 85.67 | 86.27 | 87.05 | 86.17 | 52.72 | 87.83 | 86.22 | 86.82 | 82.92 | 54.43 | 87.04 | 86.26 | 85.33 | 86.65 | 86.87 | 83.38 | 83.83 | 84.03 | 53.27 | 83.65 | 86.04 |
| 742 | 372 | 24 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 84.41 | 74.24 | 85.64 | 85.24 | 84.99 | 87.11 | 85.75 | 85.73 | 84.84 | 74.03 | 74.91 | 74.83 | 74.49 | 87.05 | 85.32 | 85.26 | 84.70 | 73.21 | 74.11 | 84.89 | 83.62 | 84.15 | 86.65 | 52.42 | 82.95 | 73.69 |
| 743 | 372 | 24 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 83.97 | 85.60 | 86.12 | 84.42 | 86.49 | 86.59 | 85.93 | 85.16 | 85.46 | 74.37 | 87.20 | 86.57 | 86.64 | 73.09 | 85.13 | 85.96 | 84.42 | 85.20 | 85.55 | 75.07 | 84.12 | 82.99 | 84.34 | 83.64 | 83.25 | 84.70 |
| 772 | 372 | 24 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 39.11 | 45.64 | 39.69 | 39.48 | 38.76 | 39.38 | 39.38 | 39.44 | 39.41 | 38.84 | 39.84 | 38.89 | 40.22 | 38.97 | 46.08 | 39.16 | 38.88 | 45.53 | 39.80 | 39.77 | 39.04 | 38.07 | 38.73 | 43.14 | 45.70 | 39.68 |
| 773 | 372 | 24 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 39.99 | 39.21 | 39.40 | 39.65 | 44.80 | 39.77 | 47.15 | 39.24 | 38.40 | 39.28 | 39.23 | 39.29 | 39.40 | 38.84 | 39.50 | 39.43 | 39.08 | 46.27 | 39.99 | 39.76 | 42.99 | 38.81 | 38.00 | 38.18 | 38.87 | 38.92 |
| 774 | 372 | 24 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 40.21 | 39.85 | 38.92 | 39.30 | 39.59 | 46.55 | 46.48 | 39.20 | 39.56 | 38.93 | 39.91 | 39.81 | 44.72 | 46.39 | 39.07 | 38.78 | 38.74 | 45.59 | 39.87 | 40.04 | 38.40 | 38.49 | 38.96 | 39.13 | 45.72 | 39.05 |
| 775 | 372 | 24 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 40.09 | 39.17 | 39.40 | 39.18 | 39.26 | 46.64 | 39.85 | 39.49 | 38.68 | 38.92 | 46.73 | 39.65 | 45.04 | 38.78 | 38.95 | 39.25 | 39.38 | 39.23 | 39.71 | 39.76 | 38.68 | 38.13 | 39.52 | 38.59 | 38.20 | 39.17 |
| 804 | 372 | 24 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 39.87 | 45.25 | 39.30 | 39.57 | 39.25 | 39.81 | 39.33 | 39.02 | 38.56 | 46.52 | 46.70 | 47.07 | 44.53 | 46.05 | 39.41 | 38.51 | 38.80 | 47.46 | 39.50 | 40.09 | 43.37 | 38.16 | 37.70 | 39.23 | 37.74 | 39.33 |
| 805 | 372 | 24 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 40.45 | 39.96 | 39.49 | 39.76 | 39.47 | 39.97 | 46.19 | 45.90 | 39.47 | 45.90 | 39.67 | 38.64 | 38.65 | 38.84 | 44.24 | 39.82 | 39.28 | 45.26 | 39.90 | 39.33 | 38.16 | 39.15 | 39.38 | 38.79 | 38.45 | 43.55 |
| 806 | 372 | 24 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 46.62 | 40.01 | 39.04 | 39.50 | 38.58 | 40.33 | 39.85 | 46.80 | 45.58 | 39.02 | 39.38 | 39.52 | 38.93 | 38.95 | 39.52 | 39.27 | 39.13 | 39.38 | 40.07 | 44.91 | 42.90 | 38.18 | 38.58 | 38.78 | 38.58 | 38.93 |
| 807 | 372 | 24 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 39.58 | 39.89 | 45.22 | 39.30 | 45.48 | 43.94 | 47.18 | 39.18 | 39.22 | 39.16 | 39.51 | 45.74 | 46.37 | 46.71 | 39.97 | 39.53 | 43.78 | 44.05 | 39.35 | 39.48 | 38.59 | 38.56 | 38.51 | 39.10 | 38.94 | 38.04 |
| 836 | 372 | 24 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 39.54 | 39.88 | 39.57 | 39.76 | 44.70 | 44.69 | 38.79 | 39.16 | 39.11 | 40.53 | 39.27 | 39.71 | 39.33 | 45.42 | 46.80 | 39.23 | 38.98 | 39.21 | 39.66 | 39.52 | 38.90 | 39.19 | 39.09 | 39.24 | 39.19 | 43.33 |
| 837 | 372 | 24 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 39.15 | 39.19 | 45.18 | 39.66 | 39.62 | 41.42 | 38.92 | 38.75 | 38.88 | 45.14 | 39.60 | 39.27 | 39.56 | 38.93 | 46.14 | 39.09 | 39.14 | 45.87 | 45.19 | 42.87 | 39.21 | 37.50 | 41.97 | 39.08 | 38.92 | 39.28 |
| 838 | 372 | 24 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 39.10 | 44.70 | 39.18 | 39.88 | 39.81 | 39.77 | 45.92 | 47.08 | 39.56 | 38.84 | 39.72 | 39.83 | 39.53 | 38.89 | 40.10 | 39.15 | 39.11 | 36.20 | 40.00 | 46.42 | 39.27 | 38.79 | 38.83 | 39.29 | 39.36 | 39.11 |
| 839 | 372 | 24 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 40.35 | 40.03 | 40.08 | 39.47 | 39.25 | 39.84 | 40.11 | 45.88 | 46.92 | 39.21 | 39.65 | 39.50 | 38.93 | 39.11 | 39.29 | 39.62 | 42.58 | 39.54 | 39.68 | 44.92 | 39.17 | 40.67 | 38.90 | 39.25 | 38.71 | 38.97 |
| 868 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.76 | 86.41 | 85.95 | 87.06 | 85.66 | 88.34 | 86.05 | 87.65 | 85.97 | 85.97 | 88.09 | 86.70 | 87.35 | 87.04 | 85.94 | 85.85 | 85.60 | 86.29 | 85.97 | 86.30 | 86.75 | 84.60 | 87.38 | 84.10 | 87.32 | 84.05 |
| 869 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.21 | 86.72 | 85.83 | 86.77 | 88.01 | 87.92 | 87.54 | 87.59 | 86.66 | 85.82 | 87.57 | 86.13 | 86.74 | 85.05 | 85.48 | 87.86 | 88.09 | 86.36 | 86.01 | 87.38 | 86.50 | 84.35 | 85.84 | 83.29 | 85.18 | 86.65 |
| 870 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.88 | 86.10 | 86.52 | 83.97 | 85.12 | 87.72 | 85.81 | 87.26 | 87.75 | 87.16 | 87.01 | 88.08 | 87.91 | 87.00 | 86.34 | 88.73 | 86.27 | 86.64 | 86.79 | 86.08 | 84.12 | 87.02 | 87.00 | 84.30 | 86.48 | 83.96 |
| 871 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.63 | 87.07 | 87.36 | 84.97 | 83.64 | 87.72 | 85.62 | 86.24 | 87.94 | 86.25 | 86.51 | 88.18 | 84.31 | 87.85 | 84.07 | 87.01 | 86.41 | 85.44 | 87.61 | 88.24 | 85.13 | 86.55 | 87.31 | 84.06 | 85.07 | 83.63 |
| 900 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 84.70 | 86.77 | 86.48 | 86.33 | 86.59 | 86.84 | 85.69 | 88.55 | 86.85 | 87.01 | 86.67 | 85.72 | 88.26 | 86.94 | 85.24 | 87.02 | 85.57 | 86.00 | 86.05 | 85.31 | 85.16 | 86.29 | 86.41 | 87.36 | 84.42 | 85.46 |
| 901 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 84.72 | 86.29 | 87.03 | 85.25 | 87.65 | 87.63 | 83.60 | 86.53 | 86.44 | 87.10 | 85.97 | 87.40 | 87.87 | 88.14 | 87.17 | 85.44 | 88.02 | 85.69 | 86.25 | 87.15 | 85.68 | 84.25 | 85.84 | 85.01 | 82.92 | 84.61 |
| 902 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 85.47 | 86.07 | 86.05 | 87.49 | 84.33 | 86.57 | 82.96 | 85.84 | 85.99 | 87.01 | 85.83 | 85.48 | 87.23 | 86.67 | 85.14 | 86.59 | 85.87 | 85.62 | 84.58 | 85.92 | 84.28 | 84.62 | 86.40 | 86.30 | 85.70 | 84.61 |
| 903 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 85.65 | 85.41 | 87.00 | 84.89 | 86.32 | 85.99 | 87.34 | 85.55 | 86.71 | 86.87 | 86.86 | 87.53 | 87.65 | 85.49 | 85.75 | 86.64 | 86.88 | 88.21 | 87.03 | 86.85 | 86.80 | 83.84 | 83.94 | 85.26 | 86.32 | 86.12 |
| 932 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 84.90 | 84.94 | 86.76 | 85.81 | 83.58 | 84.69 | 87.04 | 86.55 | 87.86 | 86.91 | 86.50 | 87.53 | 88.89 | 86.53 | 86.10 | 88.73 | 87.18 | 86.67 | 86.44 | 88.08 | 82.09 | 83.78 | 85.85 | 84.85 | 83.53 | 84.79 |
| 933 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.49 | 85.63 | 88.00 | 86.68 | 84.15 | 88.28 | 87.27 | 84.84 | 87.14 | 86.08 | 87.32 | 88.49 | 85.69 | 86.87 | 85.13 | 87.95 | 87.56 | 87.75 | 83.77 | 87.80 | 87.01 | 84.01 | 86.36 | 85.67 | 84.97 | 83.98 |
| 934 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.68 | 86.56 | 87.13 | 85.32 | 83.74 | 86.76 | 85.20 | 87.19 | 87.64 | 86.64 | 87.88 | 86.11 | 88.50 | 85.84 | 85.36 | 87.34 | 86.32 | 85.94 | 86.89 | 87.78 | 83.72 | 80.87 | 85.98 | 86.24 | 84.13 | 85.88 |
| 935 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 85.74 | 85.44 | 80.74 | 85.87 | 87.93 | 88.05 | 87.97 | 85.95 | 86.96 | 87.31 | 87.97 | 89.60 | 86.94 | 84.42 | 86.93 | 84.60 | 85.62 | 87.15 | 86.95 | 86.00 | 83.21 | 86.27 | 78.74 | 85.94 | 83.89 | 85.36 |
| 964 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 84.31 | 85.47 | 86.33 | 86.72 | 84.26 | 87.97 | 85.49 | 85.90 | 86.17 | 87.00 | 87.84 | 87.59 | 87.13 | 85.73 | 86.71 | 86.92 | 86.38 | 87.30 | 87.49 | 87.54 | 84.46 | 84.56 | 86.94 | 83.28 | 84.74 | 85.81 |
| 965 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.55 | 85.94 | 85.54 | 85.07 | 86.41 | 86.69 | 88.58 | 85.66 | 86.76 | 86.64 | 86.82 | 76.30 | 87.38 | 86.07 | 86.12 | 86.52 | 85.94 | 86.58 | 88.13 | 88.10 | 86.23 | 84.42 | 85.59 | 86.62 | 84.71 | 85.15 |
| 966 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 85.91 | 86.10 | 85.70 | 86.21 | 87.48 | 85.83 | 85.56 | 86.06 | 85.84 | 86.54 | 74.85 | 87.78 | 87.82 | 86.67 | 86.85 | 74.99 | 88.11 | 74.91 | 85.86 | 75.26 | 85.76 | 85.33 | 85.85 | 84.58 | 85.66 | 85.10 |
| 967 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.97 | 85.49 | 86.05 | 85.88 | 85.24 | 85.79 | 86.63 | 86.82 | 86.42 | 85.34 | 86.00 | 87.43 | 86.98 | 86.26 | 86.83 | 87.42 | 86.71 | 86.49 | 88.21 | 87.58 | 84.38 | 84.27 | 86.05 | 83.28 | 84.81 | 84.25 |
| 996 | 372 | 24 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 84.88 | 88.36 | 86.34 | 85.85 | 85.12 | 87.37 | 85.13 | 85.01 | 86.51 | 73.31 | 86.83 | 87.25 | 88.02 | 85.21 | 85.17 | 87.98 | 84.88 | 87.91 | 74.87 | 87.17 | 83.88 | 83.08 | 81.39 | 86.02 | 83.79 | 85.36 |
| 997 | 372 | 24 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 84.26 | 84.25 | 72.11 | 85.55 | 86.98 | 85.62 | 86.29 | 86.69 | 84.68 | 86.55 | 73.17 | 86.61 | 86.13 | 87.01 | 85.69 | 73.26 | 87.35 | 73.92 | 87.07 | 86.72 | 83.89 | 83.49 | 86.58 | 83.87 | 84.59 | 85.59 |
| 998 | 372 | 24 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 84.35 | 86.24 | 84.89 | 87.67 | 86.18 | 85.33 | 88.36 | 87.29 | 73.24 | 86.49 | 74.84 | 86.45 | 74.64 | 85.71 | 86.23 | 85.96 | 86.36 | 88.27 | 87.34 | 87.11 | 85.44 | 83.49 | 84.73 | 85.00 | 83.29 | 85.06 |
| 999 | 372 | 24 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 84.43 | 86.75 | 86.15 | 86.82 | 85.70 | 87.30 | 86.85 | 85.73 | 86.77 | 86.17 | 86.43 | 86.28 | 85.80 | 73.12 | 73.17 | 83.09 | 85.07 | 85.06 | 85.77 | 86.95 | 82.53 | 83.61 | 86.25 | 83.96 | 84.74 | 83.25 |
| 1028 | 372 | 24 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 83.27 | 85.23 | 85.84 | 85.04 | 84.38 | 87.47 | 74.43 | 85.79 | 86.47 | 85.35 | 88.92 | 87.18 | 87.33 | 84.34 | 85.69 | 85.47 | 86.69 | 86.91 | 86.22 | 86.82 | 83.67 | 83.31 | 53.43 | 83.71 | 82.58 | 84.40 |
| 1029 | 372 | 24 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.88 | 84.82 | 83.28 | 86.00 | 85.30 | 75.38 | 86.38 | 84.10 | 86.59 | 74.22 | 87.35 | 87.39 | 86.28 | 85.27 | 86.83 | 86.14 | 86.52 | 87.31 | 74.52 | 86.08 | 84.93 | 84.15 | 83.66 | 85.27 | 85.02 | 83.42 |
| 1030 | 372 | 24 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 84.38 | 86.97 | 85.95 | 85.53 | 84.40 | 87.27 | 54.11 | 84.52 | 86.14 | 83.03 | 87.11 | 75.42 | 86.94 | 84.90 | 85.95 | 87.60 | 84.92 | 88.21 | 74.91 | 85.67 | 83.61 | 82.68 | 84.66 | 53.11 | 86.22 | 84.51 |
| 1031 | 372 | 24 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 84.70 | 85.09 | 85.00 | 85.12 | 86.10 | 84.75 | 86.08 | 85.25 | 85.47 | 86.62 | 86.72 | 74.46 | 87.99 | 85.19 | 85.32 | 85.75 | 85.44 | 87.24 | 74.71 | 87.72 | 83.06 | 55.81 | 54.24 | 83.55 | 83.93 | 84.56 |
| 1060 | 372 | 24 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 40.36 | 39.88 | 39.31 | 39.08 | 39.35 | 39.43 | 46.41 | 46.12 | 39.13 | 39.38 | 39.71 | 39.58 | 39.66 | 39.26 | 38.09 | 42.06 | 39.36 | 44.06 | 39.81 | 40.01 | 38.25 | 37.65 | 38.31 | 42.41 | 39.48 | 39.18 |
| 1061 | 372 | 24 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 39.93 | 40.10 | 39.91 | 45.95 | 39.51 | 39.69 | 39.75 | 39.57 | 46.13 | 38.94 | 39.85 | 40.16 | 40.08 | 39.64 | 39.39 | 39.40 | 39.60 | 38.74 | 39.87 | 39.62 | 37.11 | 38.17 | 39.49 | 37.92 | 38.74 | 39.26 |
| 1062 | 372 | 24 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 45.07 | 39.67 | 38.68 | 39.39 | 39.04 | 40.01 | 39.82 | 39.51 | 46.29 | 38.54 | 39.88 | 39.51 | 39.45 | 39.23 | 38.62 | 38.82 | 39.65 | 38.72 | 39.91 | 38.36 | 39.10 | 39.40 | 39.61 | 39.15 | 38.23 | 38.06 |
| 1063 | 372 | 24 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 44.99 | 39.28 | 39.71 | 39.58 | 39.37 | 39.90 | 39.93 | 39.22 | 39.13 | 44.49 | 39.33 | 44.82 | 47.60 | 38.73 | 38.79 | 39.56 | 39.20 | 47.60 | 45.47 | 39.93 | 39.24 | 38.29 | 39.31 | 42.87 | 36.94 | 39.02 |
| 1092 | 372 | 24 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 39.30 | 44.83 | 39.12 | 39.47 | 39.40 | 43.23 | 39.49 | 39.04 | 38.88 | 39.47 | 39.59 | 46.77 | 46.58 | 46.27 | 45.64 | 47.77 | 39.14 | 39.38 | 46.94 | 38.48 | 38.56 | 39.39 | 42.33 | 39.57 | 39.09 | 42.67 |
| 1093 | 372 | 24 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 40.34 | 39.34 | 39.10 | 39.94 | 39.41 | 39.61 | 83.91 | 46.13 | 38.75 | 38.64 | 39.69 | 44.98 | 39.60 | 46.25 | 39.34 | 46.44 | 38.75 | 46.88 | 46.84 | 39.60 | 38.46 | 38.75 | 39.45 | 39.51 | 38.94 | 38.62 |
| 1094 | 372 | 24 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 39.31 | 39.96 | 39.40 | 39.06 | 39.94 | 44.23 | 39.04 | 39.13 | 39.29 | 39.11 | 45.29 | 40.09 | 46.50 | 44.56 | 39.88 | 39.77 | 39.12 | 43.87 | 39.51 | 45.65 | 42.09 | 43.69 | 38.12 | 39.45 | 38.87 | 39.15 |
| 1095 | 372 | 24 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 40.00 | 45.25 | 39.32 | 39.61 | 39.56 | 39.97 | 46.11 | 46.25 | 39.04 | 38.51 | 40.08 | 39.43 | 43.80 | 41.62 | 39.34 | 46.30 | 38.82 | 46.70 | 38.83 | 39.33 | 42.40 | 38.43 | 39.25 | 38.87 | 38.90 | 43.94 |
| 1124 | 372 | 24 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 40.17 | 39.75 | 39.16 | 47.00 | 38.52 | 39.62 | 38.24 | 39.21 | 39.34 | 38.81 | 45.28 | 39.76 | 39.05 | 39.21 | 39.07 | 38.58 | 43.71 | 39.52 | 39.53 | 39.59 | 38.52 | 39.00 | 39.43 | 39.06 | 38.90 | 39.37 |
| 1125 | 372 | 24 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 39.65 | 39.37 | 39.65 | 39.68 | 39.34 | 39.80 | 45.36 | 38.90 | 46.02 | 39.46 | 46.22 | 39.80 | 39.37 | 39.09 | 39.13 | 47.34 | 39.07 | 42.12 | 46.77 | 39.35 | 38.90 | 38.37 | 38.19 | 39.30 | 38.66 | 39.30 |
| 1126 | 372 | 24 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 38.79 | 39.56 | 44.21 | 39.50 | 39.48 | 39.45 | 46.97 | 39.17 | 38.68 | 38.93 | 39.52 | 39.49 | 44.24 | 40.79 | 39.88 | 42.49 | 38.61 | 38.82 | 39.45 | 45.69 | 38.76 | 38.21 | 39.47 | 39.04 | 38.46 | 43.59 |
| 1127 | 372 | 24 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 39.22 | 39.56 | 39.66 | 39.14 | 39.14 | 40.09 | 46.68 | 39.17 | 39.28 | 39.31 | 39.65 | 38.95 | 39.65 | 38.78 | 39.00 | 44.26 | 42.71 | 39.01 | 39.56 | 39.56 | 38.93 | 38.84 | 38.67 | 38.67 | 42.94 | 39.35 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 372 | 24 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.06 | 83.88 | 87.43 | 86.68 | 86.36 | 87.00 | 86.25 | 87.09 | 87.77 | 83.35 | 86.86 | 87.13 | 87.91 | 81.07 | 86.66 | 86.65 | 88.68 | 89.53 | 85.06 | 86.94 | 19.58 | 86.30 | 85.89 | 85.86 | 84.26 | 86.46 |
| 5 | 372 | 24 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.82 | 87.63 | 86.47 | 87.66 | 87.36 | 84.49 | 85.65 | 89.14 | 88.99 | 86.96 | 87.79 | 86.75 | 87.56 | 89.44 | 86.57 | 88.54 | 19.58 | 86.63 | 87.18 | 86.74 | 88.57 | 85.58 | 87.43 | 86.80 | 86.25 | 82.55 |
| 6 | 372 | 24 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.64 | 87.08 | 86.81 | 88.42 | 86.99 | 88.04 | 88.03 | 87.06 | 88.63 | 88.88 | 87.88 | 88.12 | 87.58 | 87.36 | 86.90 | 87.42 | 84.95 | 89.38 | 89.57 | 89.44 | 87.87 | 86.27 | 89.32 | 86.36 | 85.86 | 87.04 |
| 7 | 372 | 24 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.03 | 86.45 | 87.08 | 90.10 | 85.52 | 85.19 | 86.69 | 87.89 | 19.58 | 87.20 | 88.38 | 87.46 | 88.47 | 87.95 | 88.62 | 87.28 | 90.64 | 87.86 | 88.14 | 87.27 | 89.28 | 86.68 | 89.27 | 87.83 | 88.04 | 87.16 |
| 36 | 372 | 24 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.04 | 81.25 | 87.31 | 86.67 | 87.63 | 87.35 | 84.81 | 83.81 | 89.84 | 86.99 | 85.99 | 86.93 | 88.22 | 87.78 | 84.67 | 87.05 | 87.21 | 85.85 | 87.23 | 87.99 | 76.76 | 84.57 | 74.93 | 86.98 | 86.37 | 86.31 |
| 37 | 372 | 24 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.29 | 87.77 | 88.65 | 85.74 | 88.79 | 86.15 | 89.55 | 87.43 | 90.82 | 89.33 | 88.50 | 86.26 | 88.07 | 87.45 | 89.34 | 87.19 | 88.31 | 88.32 | 89.46 | 88.74 | 86.36 | 87.56 | 90.35 | 86.79 | 88.03 | 89.19 |
| 38 | 372 | 24 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.26 | 83.02 | 89.04 | 88.03 | 87.19 | 87.47 | 89.19 | 84.16 | 88.08 | 88.44 | 87.93 | 87.86 | 88.05 | 90.08 | 87.52 | 88.44 | 89.25 | 87.74 | 88.50 | 87.74 | 87.70 | 86.17 | 91.15 | 85.61 | 85.62 | 87.49 |
| 39 | 372 | 24 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.83 | 86.84 | 86.58 | 85.82 | 89.39 | 84.60 | 84.39 | 89.16 | 87.70 | 89.34 | 86.80 | 85.91 | 88.39 | 88.36 | 87.16 | 85.40 | 85.07 | 88.23 | 89.31 | 87.70 | 89.13 | 85.11 | 87.03 | 88.06 | 86.31 | 85.81 |
| 68 | 372 | 24 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 82.36 | 89.34 | 67.36 | 84.45 | 64.88 | 84.15 | 63.00 | 82.17 | 87.67 | 86.34 | 87.12 | 85.88 | 89.53 | 85.22 | 84.14 | 86.85 | 88.41 | 88.03 | 88.30 | 88.25 | 84.66 | 86.18 | 87.77 | 85.94 | 86.78 | 86.21 |
| 69 | 372 | 24 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.41 | 86.98 | 86.58 | 87.39 | 85.86 | 88.13 | 88.43 | 84.80 | 88.15 | 87.39 | 87.71 | 85.48 | 90.02 | 87.77 | 87.98 | 84.20 | 90.65 | 90.70 | 85.99 | 91.11 | 86.03 | 87.70 | 86.95 | 64.89 | 83.92 | 85.88 |
| 70 | 372 | 24 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 81.28 | 66.33 | 87.99 | 87.62 | 81.88 | 83.71 | 82.22 | 85.69 | 86.48 | 90.14 | 86.61 | 88.06 | 90.68 | 84.18 | 86.50 | 88.11 | 86.56 | 86.76 | 88.59 | 86.27 | 68.14 | 81.09 | 87.43 | 83.25 | 86.06 | 85.35 |
| 71 | 372 | 24 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.97 | 67.33 | 88.02 | 90.72 | 85.97 | 85.85 | 88.33 | 89.37 | 90.40 | 87.96 | 88.01 | 88.44 | 86.99 | 88.85 | 87.00 | 88.88 | 78.74 | 88.46 | 89.14 | 89.18 | 86.77 | 88.43 | 86.85 | 87.49 | 85.88 | 87.19 |
| 100 | 372 | 24 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.92 | 88.67 | 86.15 | 87.53 | 87.80 | 69.57 | 85.24 | 87.62 | 86.95 | 87.02 | 85.06 | 86.58 | 86.21 | 86.94 | 88.47 | 89.47 | 87.93 | 87.22 | 88.97 | 88.68 | 86.95 | 87.75 | 87.66 | 60.54 | 85.43 | 86.85 |
| 101 | 372 | 24 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 19.58 | 87.65 | 89.02 | 87.95 | 87.28 | 87.53 | 88.12 | 87.89 | 89.67 | 89.53 | 87.29 | 89.49 | 87.05 | 86.93 | 85.97 | 88.19 | 88.08 | 88.68 | 88.48 | 87.19 | 87.81 | 88.36 | 87.07 | 88.19 | 88.00 | 87.69 |
| 102 | 372 | 24 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.70 | 88.35 | 89.05 | 88.87 | 87.84 | 87.57 | 87.91 | 87.73 | 87.05 | 88.42 | 87.24 | 86.88 | 89.79 | 87.91 | 58.91 | 90.09 | 87.52 | 85.07 | 90.39 | 88.73 | 82.26 | 89.02 | 87.00 | 58.99 | 85.93 | 86.69 |
| 103 | 372 | 24 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 85.04 | 88.44 | 86.45 | 87.36 | 86.63 | 86.14 | 88.74 | 87.35 | 89.70 | 88.75 | 89.53 | 88.04 | 89.23 | 89.86 | 88.04 | 89.08 | 88.46 | 89.53 | 91.50 | 89.38 | 88.45 | 87.67 | 87.06 | 65.51 | 88.27 | 86.77 |
| 132 | 372 | 24 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.99 | 87.84 | 87.53 | 83.71 | 88.18 | 86.24 | 87.23 | 85.48 | 85.84 | 89.83 | 88.10 | 87.32 | 85.50 | 85.61 | 87.06 | 88.81 | 88.56 | 86.54 | 87.66 | 69.56 | 86.61 | 61.01 | 84.43 | 89.74 | 81.88 | 87.69 |
| 133 | 372 | 24 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.98 | 84.75 | 86.81 | 83.70 | 88.66 | 86.10 | 88.04 | 87.33 | 85.29 | 89.50 | 88.80 | 69.38 | 89.59 | 88.47 | 87.13 | 89.17 | 88.29 | 86.67 | 88.71 | 89.05 | 88.01 | 88.00 | 89.04 | 89.31 | 86.35 | 88.24 |
| 134 | 372 | 24 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.48 | 85.73 | 87.69 | 85.17 | 86.55 | 85.77 | 88.21 | 87.97 | 88.47 | 89.08 | 88.25 | 86.35 | 87.27 | 86.97 | 86.82 | 89.97 | 86.27 | 87.05 | 90.81 | 71.00 | 87.37 | 86.90 | 88.82 | 86.69 | 88.24 | 86.51 |
| 135 | 372 | 24 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.19 | 88.09 | 89.33 | 84.54 | 87.17 | 87.80 | 89.46 | 88.09 | 89.79 | 90.08 | 87.16 | 69.64 | 91.21 | 89.12 | 87.35 | 86.19 | 87.39 | 87.54 | 88.40 | 89.48 | 89.09 | 88.41 | 87.22 | 88.03 | 84.66 | 89.54 |
| 164 | 372 | 24 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 83.56 | 84.23 | 89.07 | 85.51 | 88.43 | 86.23 | 86.40 | 85.46 | 70.55 | 88.95 | 87.97 | 87.44 | 82.95 | 86.80 | 87.74 | 90.60 | 88.08 | 88.68 | 89.25 | 69.98 | 88.81 | 87.00 | 88.38 | 87.00 | 88.36 | 86.43 |
| 165 | 372 | 24 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.98 | 87.98 | 89.08 | 86.94 | 86.66 | 86.77 | 89.77 | 86.84 | 88.79 | 88.61 | 87.30 | 89.30 | 88.57 | 89.65 | 87.39 | 87.77 | 88.14 | 87.42 | 88.69 | 87.38 | 90.20 | 89.43 | 89.65 | 89.79 | 89.78 | 87.51 |
| 166 | 372 | 24 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.85 | 90.30 | 87.93 | 86.70 | 90.94 | 87.67 | 88.25 | 89.73 | 86.30 | 86.58 | 89.27 | 87.64 | 88.98 | 90.23 | 88.88 | 86.98 | 88.07 | 70.68 | 87.86 | 90.13 | 85.73 | 85.13 | 60.21 | 88.31 | 86.56 | 87.95 |
| 167 | 372 | 24 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.50 | 87.70 | 89.76 | 88.27 | 88.11 | 88.71 | 71.01 | 89.64 | 90.87 | 87.85 | 89.78 | 85.59 | 89.57 | 70.73 | 84.98 | 88.59 | 89.69 | 88.93 | 86.77 | 86.02 | 86.24 | 86.58 | 87.48 | 88.77 | 87.85 | 88.32 |
| 196 | 372 | 24 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 39.50 | 39.96 | 39.80 | 40.16 | 39.33 | 40.45 | 41.79 | 39.69 | 40.02 | 39.85 | 40.16 | 40.44 | 40.07 | 39.95 | 39.74 | 39.85 | 39.73 | 39.73 | 40.03 | 40.05 | 39.95 | 39.41 | 40.17 | 39.76 | 39.67 | 39.61 |
| 197 | 372 | 24 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 39.41 | 39.53 | 39.41 | 39.72 | 39.64 | 40.12 | 40.51 | 40.09 | 39.61 | 39.79 | 40.23 | 40.06 | 40.20 | 39.88 | 40.00 | 39.99 | 39.97 | 39.66 | 40.36 | 39.81 | 39.66 | 39.96 | 39.33 | 39.91 | 39.61 | 39.81 |
| 198 | 372 | 24 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 40.30 | 39.84 | 39.61 | 39.85 | 39.83 | 40.13 | 40.65 | 39.64 | 39.77 | 39.58 | 40.32 | 40.46 | 40.04 | 39.62 | 39.81 | 39.85 | 39.75 | 84.34 | 40.09 | 40.05 | 39.82 | 39.77 | 39.99 | 39.80 | 39.70 | 39.46 |
| 199 | 372 | 24 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 39.96 | 40.44 | 39.65 | 39.71 | 39.21 | 40.19 | 86.46 | 39.92 | 39.70 | 39.97 | 40.15 | 40.22 | 85.95 | 39.90 | 39.97 | 40.42 | 39.92 | 39.88 | 40.10 | 40.21 | 39.65 | 39.55 | 40.32 | 39.66 | 39.49 | 39.15 |
| 228 | 372 | 24 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 40.13 | 39.82 | 39.56 | 39.65 | 39.71 | 40.23 | 41.83 | 39.80 | 40.23 | 40.31 | 40.68 | 40.40 | 40.17 | 39.87 | 40.04 | 40.13 | 40.13 | 39.85 | 40.16 | 40.25 | 39.18 | 39.41 | 40.16 | 39.73 | 39.83 | 39.59 |
| 229 | 372 | 24 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 40.28 | 40.03 | 40.00 | 40.31 | 40.04 | 40.16 | 40.41 | 40.01 | 40.22 | 40.23 | 40.66 | 39.83 | 39.99 | 40.03 | 43.84 | 40.30 | 39.95 | 39.87 | 40.07 | 42.06 | 39.90 | 41.48 | 39.92 | 39.82 | 39.52 | 39.82 |
| 230 | 372 | 24 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 39.51 | 42.87 | 40.25 | 39.97 | 39.66 | 39.92 | 39.80 | 40.08 | 40.55 | 39.65 | 40.40 | 41.58 | 40.35 | 40.20 | 43.59 | 39.99 | 39.84 | 80.92 | 39.92 | 39.98 | 39.33 | 39.58 | 39.93 | 39.86 | 39.72 | 39.88 |
| 231 | 372 | 24 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 39.61 | 39.83 | 39.75 | 39.82 | 40.14 | 40.19 | 40.16 | 40.17 | 40.36 | 40.00 | 40.35 | 40.59 | 19.58 | 39.91 | 39.57 | 39.64 | 40.01 | 40.24 | 41.94 | 40.19 | 39.31 | 39.84 | 39.97 | 39.66 | 40.22 | 39.90 |
| 260 | 372 | 24 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 40.06 | 39.69 | 39.74 | 40.07 | 39.94 | 39.80 | 40.21 | 40.50 | 39.62 | 40.00 | 40.68 | 40.62 | 40.41 | 39.43 | 40.11 | 40.29 | 40.21 | 39.98 | 40.05 | 40.37 | 40.06 | 39.60 | 40.18 | 39.89 | 39.66 | 39.70 |
| 261 | 372 | 24 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 40.02 | 39.93 | 39.66 | 39.85 | 40.01 | 40.47 | 40.29 | 40.27 | 40.32 | 39.79 | 40.36 | 40.06 | 40.22 | 39.50 | 39.85 | 39.87 | 39.79 | 39.84 | 40.12 | 40.09 | 41.88 | 39.84 | 40.02 | 39.91 | 39.73 | 39.67 |
| 262 | 372 | 24 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 40.07 | 40.02 | 43.71 | 39.95 | 39.91 | 40.33 | 40.41 | 40.49 | 40.16 | 39.76 | 40.22 | 40.70 | 41.83 | 39.88 | 40.18 | 39.76 | 40.12 | 82.59 | 41.69 | 40.14 | 39.77 | 39.67 | 40.23 | 39.62 | 40.19 | 39.81 |
| 263 | 372 | 24 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 40.17 | 40.00 | 39.64 | 39.80 | 42.42 | 40.19 | 40.28 | 40.09 | 40.23 | 40.09 | 40.02 | 40.44 | 40.45 | 40.51 | 40.13 | 40.33 | 39.74 | 40.08 | 39.95 | 40.13 | 40.10 | 39.57 | 40.02 | 39.83 | 39.77 | 39.81 |
| 292 | 372 | 24 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 84.42 | 87.36 | 85.30 | 88.34 | 87.77 | 85.63 | 86.89 | 87.50 | 87.15 | 88.44 | 86.32 | 86.98 | 87.52 | 86.81 | 86.37 | 86.39 | 19.58 | 85.71 | 89.40 | 86.26 | 19.58 | 85.64 | 85.37 | 62.99 | 86.81 | 86.36 |
| 293 | 372 | 24 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.70 | 86.43 | 87.04 | 86.74 | 89.29 | 84.79 | 88.29 | 87.05 | 88.97 | 89.73 | 85.83 | 86.09 | 89.18 | 88.20 | 85.00 | 87.51 | 86.74 | 88.58 | 90.56 | 87.58 | 88.42 | 86.54 | 88.87 | 87.26 | 85.92 | 85.68 |
| 294 | 372 | 24 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.76 | 87.32 | 88.47 | 88.05 | 87.96 | 85.13 | 87.81 | 88.26 | 86.09 | 90.10 | 87.93 | 87.15 | 87.20 | 87.97 | 86.32 | 89.80 | 87.91 | 87.72 | 89.99 | 87.29 | 87.28 | 89.33 | 87.29 | 87.99 | 86.54 | 86.29 |
| 295 | 372 | 24 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.23 | 81.88 | 87.64 | 85.67 | 89.87 | 86.54 | 88.04 | 88.12 | 88.43 | 88.86 | 88.42 | 87.06 | 89.46 | 84.80 | 86.67 | 87.55 | 89.34 | 89.66 | 90.43 | 87.13 | 87.44 | 87.23 | 89.62 | 88.74 | 85.76 | 85.65 |
| 324 | 372 | 24 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.86 | 67.65 | 87.16 | 85.31 | 87.87 | 85.27 | 88.21 | 86.08 | 86.04 | 88.86 | 85.58 | 87.04 | 88.09 | 87.63 | 70.59 | 88.34 | 79.73 | 88.12 | 88.89 | 86.46 | 84.58 | 62.66 | 82.13 | 81.13 | 63.89 | 76.08 |
| 325 | 372 | 24 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.16 | 86.74 | 89.62 | 87.20 | 89.80 | 87.80 | 88.57 | 87.73 | 87.95 | 89.78 | 87.06 | 88.25 | 89.14 | 90.09 | 87.39 | 90.69 | 86.77 | 89.69 | 88.88 | 88.04 | 85.58 | 86.91 | 88.32 | 88.32 | 85.73 | 83.44 |
| 326 | 372 | 24 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.29 | 86.79 | 88.81 | 86.74 | 87.54 | 87.03 | 87.63 | 88.06 | 89.17 | 86.71 | 85.95 | 87.26 | 89.23 | 90.31 | 87.31 | 87.74 | 88.53 | 86.66 | 87.90 | 87.23 | 86.87 | 87.32 | 88.91 | 88.38 | 65.08 | 64.58 |
| 327 | 372 | 24 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 85.65 | 83.83 | 88.02 | 80.19 | 87.05 | 86.35 | 86.98 | 86.72 | 88.54 | 90.75 | 90.49 | 87.77 | 87.74 | 88.93 | 87.66 | 87.05 | 89.65 | 86.26 | 88.12 | 88.44 | 83.46 | 89.12 | 86.93 | 79.62 | 85.96 | 86.97 |
| 356 | 372 | 24 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.76 | 65.26 | 85.05 | 81.21 | 86.96 | 85.23 | 89.23 | 89.40 | 79.73 | 19.58 | 87.09 | 87.33 | 88.21 | 89.33 | 87.89 | 85.26 | 87.02 | 87.30 | 87.32 | 87.22 | 63.41 | 86.58 | 87.11 | 79.25 | 88.27 | 84.61 |
| 357 | 372 | 24 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 68.38 | 87.51 | 87.62 | 63.47 | 89.50 | 87.78 | 90.27 | 88.36 | 83.79 | 83.45 | 86.77 | 85.30 | 86.93 | 85.11 | 86.52 | 82.31 | 90.20 | 84.33 | 86.43 | 86.07 | 63.59 | 65.71 | 88.91 | 87.26 | 86.76 | 87.43 |
| 358 | 372 | 24 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.59 | 88.75 | 83.63 | 87.36 | 89.42 | 86.45 | 84.59 | 85.73 | 87.89 | 87.71 | 87.34 | 87.74 | 87.35 | 80.01 | 88.97 | 89.06 | 86.26 | 88.91 | 88.51 | 89.65 | 87.89 | 65.63 | 85.82 | 66.84 | 66.35 | 84.83 |
| 359 | 372 | 24 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.13 | 84.01 | 85.10 | 86.34 | 89.26 | 86.33 | 87.97 | 89.76 | 83.60 | 87.57 | 87.71 | 87.51 | 88.93 | 89.17 | 87.95 | 83.85 | 88.76 | 89.66 | 88.24 | 89.17 | 85.11 | 84.45 | 67.86 | 65.63 | 68.71 | 87.23 |
| 388 | 372 | 24 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.87 | 83.35 | 89.64 | 88.16 | 87.09 | 86.55 | 88.24 | 87.82 | 89.54 | 89.23 | 89.66 | 69.16 | 90.57 | 88.82 | 88.34 | 89.20 | 88.20 | 88.13 | 88.29 | 89.96 | 87.32 | 87.27 | 88.60 | 86.46 | 88.11 | 88.01 |
| 389 | 372 | 24 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.35 | 87.23 | 88.04 | 86.68 | 86.50 | 86.06 | 88.42 | 89.23 | 90.69 | 89.05 | 88.58 | 88.25 | 89.13 | 90.14 | 88.06 | 87.63 | 88.23 | 89.50 | 89.40 | 88.43 | 87.31 | 87.83 | 87.01 | 88.25 | 76.92 | 89.14 |
| 390 | 372 | 24 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.53 | 87.10 | 84.67 | 83.25 | 86.90 | 87.11 | 87.60 | 87.71 | 88.88 | 89.77 | 88.46 | 87.01 | 88.45 | 88.23 | 81.64 | 89.52 | 87.12 | 72.12 | 89.26 | 89.41 | 87.28 | 87.07 | 88.92 | 60.45 | 86.42 | 60.79 |
| 391 | 372 | 24 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.72 | 88.98 | 89.79 | 88.27 | 89.90 | 88.49 | 87.89 | 89.16 | 89.35 | 89.37 | 89.71 | 70.67 | 89.19 | 88.58 | 85.02 | 88.49 | 88.29 | 87.78 | 70.40 | 87.75 | 87.90 | 83.56 | 60.01 | 88.04 | 89.39 | 88.48 |
| 420 | 372 | 24 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.00 | 87.21 | 86.07 | 83.61 | 87.43 | 86.16 | 88.87 | 88.11 | 88.02 | 90.69 | 87.04 | 88.49 | 89.84 | 87.99 | 86.34 | 89.08 | 90.37 | 89.34 | 88.54 | 70.05 | 86.89 | 59.09 | 89.32 | 86.22 | 85.44 | 87.13 |
| 421 | 372 | 24 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.09 | 89.59 | 87.88 | 88.46 | 86.96 | 87.71 | 86.13 | 89.05 | 88.53 | 71.04 | 87.71 | 88.31 | 89.51 | 88.88 | 70.48 | 87.20 | 87.57 | 87.94 | 89.42 | 70.91 | 86.60 | 88.59 | 86.27 | 90.19 | 85.61 | 86.87 |
| 422 | 372 | 24 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 69.64 | 88.16 | 89.95 | 87.46 | 84.17 | 87.14 | 87.47 | 88.53 | 89.69 | 89.22 | 88.03 | 88.19 | 89.98 | 89.09 | 87.99 | 88.67 | 85.79 | 69.15 | 90.06 | 88.48 | 87.89 | 88.96 | 89.80 | 86.34 | 87.27 | 88.11 |
| 423 | 372 | 24 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.11 | 86.66 | 88.34 | 85.33 | 88.62 | 86.17 | 88.24 | 87.64 | 88.81 | 86.68 | 88.51 | 89.29 | 89.39 | 85.47 | 87.86 | 89.12 | 87.19 | 85.54 | 88.66 | 70.22 | 86.87 | 86.80 | 89.75 | 88.83 | 87.98 | 88.08 |
| 452 | 372 | 24 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.48 | 84.50 | 87.45 | 87.67 | 82.64 | 87.83 | 90.33 | 68.38 | 70.31 | 90.49 | 87.00 | 88.15 | 87.25 | 83.96 | 81.69 | 90.56 | 88.59 | 88.05 | 89.98 | 87.38 | 88.56 | 86.37 | 88.82 | 88.56 | 87.64 | 87.74 |
| 453 | 372 | 24 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.45 | 85.22 | 89.04 | 85.18 | 87.39 | 88.01 | 88.53 | 88.92 | 86.07 | 90.38 | 91.15 | 86.46 | 89.85 | 89.62 | 86.96 | 87.86 | 87.93 | 89.50 | 89.84 | 88.87 | 88.13 | 88.07 | 88.94 | 89.01 | 88.30 | 87.29 |
| 454 | 372 | 24 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.39 | 85.34 | 87.76 | 85.48 | 88.28 | 85.81 | 89.19 | 91.00 | 88.64 | 87.93 | 86.09 | 87.40 | 88.19 | 87.12 | 85.19 | 88.18 | 70.55 | 84.08 | 88.56 | 88.79 | 87.41 | 85.31 | 87.13 | 87.10 | 88.55 | 88.87 |
| 455 | 372 | 24 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.08 | 86.94 | 89.08 | 86.19 | 87.38 | 88.18 | 84.79 | 88.74 | 89.30 | 88.64 | 70.08 | 70.31 | 90.44 | 87.81 | 87.07 | 89.14 | 88.26 | 88.44 | 88.98 | 88.78 | 87.93 | 87.42 | 87.53 | 86.72 | 87.87 | 88.65 |
| 484 | 372 | 24 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 39.78 | 40.06 | 38.62 | 39.68 | 39.46 | 41.66 | 40.00 | 39.73 | 39.77 | 39.99 | 40.04 | 40.00 | 40.19 | 39.92 | 40.05 | 83.93 | 39.93 | 39.84 | 40.05 | 39.76 | 39.50 | 39.51 | 39.72 | 39.49 | 39.73 | 39.89 |
| 485 | 372 | 24 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 39.72 | 39.53 | 39.61 | 39.74 | 39.69 | 39.79 | 39.82 | 39.75 | 40.11 | 40.05 | 40.50 | 40.19 | 39.56 | 40.08 | 39.98 | 39.76 | 39.69 | 39.91 | 41.80 | 40.21 | 39.92 | 39.21 | 40.42 | 39.80 | 39.82 | 39.90 |
| 486 | 372 | 24 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 39.52 | 39.73 | 39.92 | 39.86 | 39.43 | 40.39 | 40.20 | 39.86 | 40.45 | 39.77 | 40.62 | 40.16 | 40.18 | 39.45 | 39.83 | 43.22 | 39.68 | 40.18 | 40.25 | 40.28 | 40.25 | 39.37 | 40.06 | 39.82 | 39.67 | 39.65 |
| 487 | 372 | 24 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 40.06 | 39.77 | 40.05 | 40.12 | 40.05 | 40.07 | 40.05 | 39.93 | 39.84 | 39.91 | 40.03 | 40.15 | 40.00 | 40.32 | 39.83 | 40.00 | 39.95 | 39.74 | 40.11 | 40.05 | 39.75 | 39.51 | 40.10 | 40.12 | 39.49 | 40.18 |
| 516 | 372 | 24 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 40.08 | 39.63 | 39.84 | 39.94 | 39.68 | 40.02 | 40.13 | 39.44 | 40.16 | 39.65 | 40.33 | 40.27 | 40.37 | 40.09 | 40.14 | 43.13 | 40.01 | 39.57 | 39.96 | 40.19 | 39.41 | 39.93 | 40.04 | 39.82 | 39.86 | 39.67 |
| 517 | 372 | 24 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 39.97 | 39.98 | 39.44 | 39.53 | 39.96 | 39.75 | 40.15 | 39.83 | 39.39 | 39.86 | 40.53 | 40.28 | 40.08 | 39.79 | 39.99 | 40.28 | 39.74 | 41.48 | 40.12 | 40.13 | 39.72 | 39.63 | 40.43 | 39.83 | 39.90 | 39.76 |
| 518 | 372 | 24 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 39.94 | 40.29 | 39.62 | 40.26 | 39.70 | 40.44 | 40.24 | 39.88 | 40.06 | 41.96 | 39.92 | 39.98 | 40.54 | 40.25 | 39.79 | 41.97 | 39.83 | 40.01 | 40.19 | 40.39 | 39.78 | 39.55 | 40.07 | 39.85 | 39.66 | 39.88 |
| 519 | 372 | 24 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 40.29 | 39.73 | 39.71 | 39.87 | 39.87 | 39.95 | 40.26 | 40.23 | 40.36 | 40.14 | 40.56 | 39.86 | 40.02 | 42.63 | 39.62 | 39.83 | 39.54 | 40.05 | 40.27 | 40.00 | 40.33 | 39.56 | 39.68 | 39.99 | 39.98 | 39.60 |
| 548 | 372 | 24 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 40.15 | 40.24 | 39.36 | 39.88 | 39.95 | 40.31 | 40.08 | 40.14 | 40.04 | 39.85 | 40.04 | 40.28 | 40.09 | 40.01 | 39.88 | 40.28 | 39.79 | 39.20 | 40.23 | 40.28 | 39.97 | 39.75 | 39.92 | 39.64 | 39.29 | 39.69 |
| 549 | 372 | 24 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 39.85 | 39.79 | 39.85 | 39.73 | 39.54 | 40.47 | 40.08 | 39.99 | 40.08 | 39.83 | 40.65 | 39.96 | 40.30 | 40.09 | 39.76 | 40.43 | 39.58 | 40.09 | 40.37 | 40.01 | 40.15 | 39.64 | 40.04 | 39.76 | 39.78 | 39.85 |
| 550 | 372 | 24 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 40.08 | 39.82 | 40.05 | 39.98 | 39.60 | 40.32 | 40.15 | 40.09 | 39.97 | 40.12 | 40.57 | 40.26 | 40.16 | 40.33 | 40.10 | 40.07 | 39.94 | 39.91 | 39.91 | 40.24 | 39.62 | 39.84 | 39.84 | 40.06 | 39.70 | 39.95 |
| 551 | 372 | 24 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 40.22 | 39.82 | 39.77 | 39.94 | 39.75 | 40.40 | 42.48 | 39.77 | 87.31 | 39.97 | 40.26 | 40.71 | 40.55 | 40.14 | 40.13 | 40.34 | 40.01 | 40.38 | 39.93 | 42.35 | 39.77 | 39.65 | 40.31 | 39.84 | 39.69 | 39.73 |
| 580 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.84 | 88.44 | 88.44 | 88.70 | 89.55 | 85.55 | 87.27 | 87.13 | 87.81 | 89.11 | 87.99 | 87.46 | 86.91 | 89.85 | 86.69 | 90.62 | 87.87 | 87.66 | 87.39 | 88.55 | 88.25 | 87.17 | 89.15 | 86.67 | 85.79 | 87.33 |
| 581 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.56 | 87.87 | 87.57 | 87.59 | 88.35 | 85.58 | 87.06 | 87.61 | 89.95 | 88.86 | 87.49 | 85.85 | 88.19 | 87.61 | 85.70 | 87.86 | 89.24 | 89.04 | 87.45 | 88.26 | 88.11 | 86.57 | 87.83 | 87.48 | 86.81 | 86.25 |
| 582 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.35 | 88.57 | 88.30 | 87.87 | 87.85 | 85.45 | 89.07 | 89.77 | 88.33 | 88.49 | 88.48 | 86.54 | 87.65 | 87.39 | 84.78 | 89.26 | 89.92 | 87.64 | 89.41 | 87.55 | 87.40 | 88.26 | 89.66 | 85.13 | 85.64 | 86.59 |
| 583 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.72 | 86.13 | 86.88 | 87.97 | 88.69 | 86.86 | 86.44 | 88.57 | 88.19 | 88.28 | 84.50 | 85.05 | 85.26 | 87.78 | 87.71 | 89.32 | 89.10 | 89.06 | 88.75 | 86.74 | 87.54 | 86.69 | 89.08 | 86.39 | 85.73 | 85.38 |
| 612 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.45 | 88.47 | 89.67 | 85.16 | 87.60 | 88.34 | 88.80 | 87.91 | 89.24 | 88.72 | 87.75 | 88.00 | 88.96 | 89.08 | 88.73 | 89.86 | 90.45 | 88.82 | 89.08 | 89.53 | 91.10 | 87.35 | 88.52 | 88.31 | 89.43 | 87.24 |
| 613 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.88 | 87.16 | 88.50 | 88.26 | 87.37 | 86.33 | 90.09 | 88.03 | 89.78 | 89.65 | 89.08 | 87.53 | 87.80 | 89.96 | 88.54 | 88.71 | 88.24 | 88.60 | 89.12 | 89.27 | 89.03 | 87.09 | 89.06 | 86.25 | 87.92 | 88.33 |
| 614 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.22 | 89.32 | 88.77 | 88.21 | 86.71 | 86.17 | 86.19 | 88.53 | 89.21 | 88.18 | 88.62 | 87.71 | 90.12 | 89.00 | 88.46 | 88.58 | 88.20 | 89.72 | 91.13 | 89.21 | 88.28 | 86.75 | 90.09 | 88.42 | 87.47 | 86.36 |
| 615 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.88 | 90.23 | 85.05 | 84.86 | 88.18 | 89.22 | 89.06 | 87.94 | 88.26 | 85.93 | 90.15 | 86.81 | 89.78 | 89.52 | 89.03 | 88.59 | 90.14 | 89.57 | 88.69 | 86.48 | 86.80 | 85.66 | 89.88 | 86.37 | 84.33 | 88.51 |
| 644 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.32 | 88.33 | 91.02 | 87.41 | 88.73 | 89.29 | 89.28 | 87.60 | 89.74 | 88.69 | 88.62 | 87.26 | 90.45 | 88.59 | 87.80 | 90.44 | 87.23 | 88.27 | 88.66 | 88.70 | 86.23 | 88.82 | 90.16 | 87.89 | 89.36 | 87.02 |
| 645 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.79 | 87.60 | 90.42 | 88.61 | 87.70 | 85.82 | 90.56 | 86.45 | 90.56 | 86.40 | 89.21 | 89.02 | 88.39 | 88.63 | 88.21 | 88.68 | 88.87 | 89.13 | 90.42 | 86.95 | 87.79 | 87.82 | 90.05 | 89.32 | 88.48 | 85.78 |
| 646 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.55 | 88.79 | 89.47 | 88.91 | 89.40 | 87.07 | 89.44 | 89.26 | 89.26 | 89.38 | 91.23 | 89.07 | 86.67 | 89.58 | 88.20 | 89.30 | 90.65 | 89.26 | 88.92 | 88.83 | 87.70 | 86.53 | 88.64 | 86.78 | 87.05 | 86.69 |
| 647 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.10 | 89.39 | 86.97 | 89.26 | 89.17 | 85.66 | 87.70 | 89.43 | 90.52 | 88.35 | 90.74 | 87.44 | 89.54 | 90.66 | 87.55 | 89.22 | 89.77 | 88.52 | 87.92 | 87.92 | 90.13 | 88.32 | 90.24 | 88.73 | 89.77 | 87.78 |
| 676 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.73 | 89.48 | 86.38 | 87.56 | 88.88 | 87.64 | 88.66 | 87.39 | 70.72 | 87.65 | 88.59 | 87.62 | 87.75 | 70.32 | 86.85 | 89.04 | 90.61 | 87.45 | 89.69 | 85.09 | 86.90 | 84.77 | 87.68 | 86.30 | 86.15 | 87.74 |
| 677 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.18 | 88.80 | 88.93 | 89.32 | 88.00 | 87.59 | 85.74 | 86.90 | 70.90 | 89.49 | 88.36 | 70.63 | 90.22 | 89.66 | 88.65 | 88.60 | 89.21 | 90.69 | 88.56 | 88.66 | 86.63 | 86.19 | 88.55 | 87.55 | 87.52 | 86.58 |
| 678 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.32 | 88.64 | 89.09 | 88.97 | 87.35 | 86.15 | 91.17 | 87.24 | 88.95 | 88.25 | 88.25 | 87.65 | 88.59 | 87.86 | 86.86 | 88.23 | 87.95 | 88.00 | 68.47 | 87.61 | 90.01 | 86.53 | 87.46 | 86.52 | 88.20 | 87.98 |
| 679 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 84.93 | 86.65 | 88.41 | 87.24 | 87.87 | 86.17 | 89.24 | 87.57 | 88.56 | 87.91 | 70.52 | 87.63 | 88.96 | 88.27 | 89.05 | 87.94 | 86.71 | 89.86 | 70.49 | 86.77 | 87.14 | 87.16 | 88.16 | 87.29 | 87.68 | 87.48 |
| 708 | 372 | 24 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.20 | 88.70 | 90.44 | 87.86 | 87.79 | 87.03 | 89.63 | 87.32 | 88.45 | 69.65 | 87.94 | 86.42 | 88.15 | 87.30 | 87.46 | 87.92 | 87.41 | 89.67 | 69.67 | 87.93 | 87.95 | 88.47 | 87.49 | 87.91 | 88.38 | 87.40 |
| 709 | 372 | 24 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.33 | 71.01 | 90.73 | 87.65 | 88.67 | 87.46 | 70.67 | 70.32 | 89.68 | 89.76 | 88.85 | 69.71 | 90.54 | 88.57 | 88.64 | 69.99 | 89.55 | 89.35 | 89.24 | 88.70 | 89.30 | 87.54 | 89.28 | 87.99 | 86.65 | 86.04 |
| 710 | 372 | 24 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.39 | 88.58 | 89.27 | 87.55 | 76.76 | 87.16 | 90.30 | 87.83 | 88.77 | 88.65 | 89.92 | 68.75 | 89.44 | 90.45 | 86.56 | 90.42 | 89.82 | 89.52 | 89.62 | 88.00 | 88.29 | 86.12 | 89.59 | 87.05 | 88.51 | 85.65 |
| 711 | 372 | 24 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.71 | 86.80 | 89.06 | 87.35 | 89.97 | 88.19 | 88.54 | 89.08 | 90.37 | 89.51 | 70.97 | 69.23 | 70.35 | 88.43 | 86.40 | 90.35 | 88.27 | 89.28 | 69.77 | 70.44 | 87.81 | 87.73 | 60.26 | 87.16 | 88.36 | 88.04 |
| 740 | 372 | 24 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.69 | 87.56 | 89.14 | 88.74 | 88.47 | 87.62 | 89.56 | 88.26 | 90.67 | 90.96 | 88.97 | 69.71 | 90.34 | 85.42 | 87.40 | 89.62 | 88.67 | 85.35 | 88.18 | 69.62 | 88.40 | 88.39 | 59.51 | 89.13 | 59.31 | 87.84 |
| 741 | 372 | 24 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.10 | 88.99 | 89.63 | 87.59 | 90.10 | 88.40 | 90.32 | 88.66 | 89.00 | 57.73 | 89.00 | 88.10 | 89.76 | 86.09 | 58.57 | 89.80 | 89.14 | 88.01 | 88.49 | 87.71 | 87.22 | 88.11 | 88.94 | 58.97 | 87.20 | 87.66 |
| 742 | 372 | 24 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.11 | 70.67 | 90.61 | 87.91 | 88.03 | 87.85 | 88.37 | 88.32 | 89.68 | 70.55 | 70.10 | 69.46 | 69.73 | 89.18 | 86.72 | 88.63 | 88.81 | 70.22 | 68.95 | 87.71 | 88.51 | 88.06 | 89.30 | 57.87 | 85.79 | 69.26 |
| 743 | 372 | 24 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.39 | 90.07 | 89.07 | 88.73 | 90.54 | 88.72 | 89.46 | 89.55 | 88.91 | 70.79 | 88.21 | 88.35 | 89.58 | 71.24 | 87.99 | 88.74 | 88.08 | 88.12 | 90.28 | 69.24 | 89.84 | 86.50 | 89.30 | 87.85 | 86.87 | 86.81 |
| 772 | 372 | 24 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 39.38 | 41.41 | 39.54 | 39.50 | 38.43 | 39.65 | 39.27 | 39.51 | 39.61 | 38.83 | 39.84 | 39.28 | 40.05 | 39.13 | 40.56 | 39.58 | 39.14 | 41.40 | 39.89 | 39.88 | 35.94 | 39.04 | 39.29 | 38.30 | 40.47 | 40.02 |
| 773 | 372 | 24 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 39.78 | 39.13 | 39.52 | 39.57 | 41.43 | 39.26 | 42.66 | 39.44 | 38.69 | 39.12 | 38.46 | 39.72 | 40.01 | 39.07 | 39.88 | 39.60 | 39.40 | 41.45 | 39.61 | 39.73 | 38.79 | 39.57 | 38.48 | 38.46 | 39.49 | 39.36 |
| 774 | 372 | 24 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 39.90 | 39.60 | 39.10 | 39.27 | 39.44 | 41.14 | 42.84 | 39.44 | 39.45 | 39.15 | 39.82 | 39.77 | 39.30 | 41.89 | 39.47 | 39.04 | 38.80 | 40.40 | 40.09 | 39.61 | 39.03 | 38.95 | 39.24 | 39.75 | 40.64 | 39.35 |
| 775 | 372 | 24 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 39.41 | 39.17 | 39.16 | 39.21 | 39.58 | 42.03 | 40.18 | 39.88 | 38.51 | 38.82 | 42.62 | 39.85 | 40.23 | 38.94 | 39.01 | 39.87 | 39.67 | 39.43 | 39.86 | 40.00 | 39.43 | 38.66 | 39.88 | 39.00 | 38.74 | 39.62 |
| 804 | 372 | 24 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 39.74 | 41.49 | 39.47 | 39.50 | 38.91 | 39.72 | 39.27 | 39.04 | 39.45 | 41.33 | 42.12 | 44.06 | 40.49 | 41.39 | 39.54 | 38.55 | 39.04 | 41.62 | 39.52 | 39.69 | 39.21 | 38.92 | 38.05 | 39.73 | 37.95 | 39.83 |
| 805 | 372 | 24 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 40.06 | 39.81 | 39.49 | 39.61 | 39.34 | 39.58 | 41.71 | 42.11 | 39.70 | 40.30 | 39.58 | 39.37 | 39.36 | 39.39 | 40.38 | 39.78 | 39.38 | 40.67 | 39.86 | 39.40 | 39.08 | 39.78 | 39.98 | 39.35 | 38.79 | 38.59 |
| 806 | 372 | 24 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 42.01 | 39.94 | 38.91 | 39.32 | 38.38 | 40.15 | 39.82 | 41.04 | 42.00 | 39.24 | 39.98 | 39.60 | 39.53 | 39.60 | 39.75 | 39.58 | 39.34 | 39.45 | 40.09 | 40.83 | 37.66 | 38.98 | 38.92 | 39.50 | 39.09 | 39.57 |
| 807 | 372 | 24 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 39.66 | 39.72 | 42.20 | 39.42 | 41.61 | 40.67 | 42.08 | 39.40 | 39.07 | 39.36 | 39.96 | 41.94 | 40.99 | 41.99 | 40.05 | 39.96 | 39.23 | 40.04 | 39.85 | 39.84 | 39.25 | 39.15 | 34.23 | 39.82 | 39.59 | 38.49 |
| 836 | 372 | 24 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 39.53 | 39.73 | 39.45 | 39.76 | 40.96 | 41.27 | 38.42 | 39.01 | 39.21 | 37.17 | 39.71 | 39.68 | 39.37 | 41.76 | 42.08 | 39.91 | 39.41 | 39.05 | 39.77 | 40.02 | 39.21 | 39.41 | 39.88 | 39.59 | 39.70 | 38.35 |
| 837 | 372 | 24 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 38.99 | 39.03 | 40.73 | 39.45 | 39.29 | 39.94 | 38.26 | 38.89 | 39.49 | 40.98 | 39.37 | 39.69 | 39.94 | 38.93 | 41.63 | 39.05 | 39.28 | 40.44 | 41.44 | 39.74 | 39.61 | 38.31 | 37.94 | 39.23 | 39.26 | 39.74 |
| 838 | 372 | 24 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 38.55 | 40.64 | 39.36 | 39.62 | 39.53 | 39.54 | 41.56 | 42.68 | 40.00 | 39.00 | 40.18 | 40.09 | 40.02 | 39.18 | 40.06 | 39.64 | 39.23 | 33.76 | 40.03 | 41.13 | 39.89 | 39.16 | 39.38 | 39.96 | 39.65 | 39.35 |
| 839 | 372 | 24 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 39.85 | 39.96 | 39.81 | 39.61 | 39.12 | 40.05 | 39.76 | 42.29 | 41.17 | 39.20 | 38.85 | 39.94 | 39.65 | 39.72 | 39.37 | 39.71 | 38.00 | 39.34 | 40.09 | 40.96 | 39.77 | 36.24 | 39.78 | 39.99 | 39.47 | 39.18 |
| 868 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.29 | 87.04 | 89.49 | 87.06 | 88.23 | 86.95 | 87.14 | 87.73 | 86.62 | 88.00 | 89.76 | 86.13 | 87.96 | 87.63 | 88.20 | 88.67 | 89.58 | 89.11 | 86.20 | 86.62 | 90.42 | 85.12 | 89.12 | 86.86 | 87.78 | 86.40 |
| 869 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.45 | 87.23 | 88.29 | 88.90 | 89.97 | 88.22 | 88.52 | 87.59 | 84.91 | 86.35 | 89.62 | 87.46 | 89.52 | 87.98 | 86.96 | 88.07 | 90.61 | 87.36 | 88.18 | 88.81 | 88.59 | 85.51 | 87.66 | 87.20 | 86.67 | 86.35 |
| 870 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.08 | 88.21 | 89.14 | 86.25 | 88.36 | 88.18 | 88.67 | 87.47 | 87.62 | 88.07 | 87.37 | 86.04 | 89.19 | 86.56 | 88.14 | 88.77 | 87.94 | 89.75 | 87.51 | 88.45 | 89.45 | 90.16 | 88.61 | 85.48 | 89.19 | 85.82 |
| 871 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.15 | 89.03 | 89.09 | 86.20 | 87.81 | 82.49 | 89.07 | 88.22 | 87.89 | 88.09 | 89.20 | 87.01 | 85.14 | 88.17 | 87.31 | 89.15 | 87.06 | 87.68 | 88.41 | 86.71 | 87.38 | 87.47 | 89.91 | 86.75 | 86.57 | 84.38 |
| 900 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.19 | 87.57 | 88.50 | 87.21 | 87.88 | 88.57 | 89.09 | 88.77 | 89.06 | 90.10 | 87.55 | 85.37 | 87.01 | 90.75 | 85.36 | 88.32 | 88.45 | 90.15 | 86.94 | 86.42 | 88.42 | 88.28 | 91.37 | 90.92 | 86.92 | 87.97 |
| 901 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.61 | 86.66 | 87.58 | 88.24 | 88.66 | 89.07 | 88.22 | 87.89 | 89.09 | 88.23 | 86.48 | 87.59 | 88.73 | 89.87 | 87.92 | 88.51 | 89.95 | 89.50 | 87.87 | 84.81 | 89.35 | 88.42 | 88.49 | 87.11 | 86.54 | 87.12 |
| 902 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.06 | 88.61 | 88.32 | 88.47 | 88.97 | 88.47 | 86.04 | 89.62 | 88.38 | 89.44 | 89.13 | 86.47 | 88.63 | 89.18 | 85.83 | 88.34 | 89.66 | 89.36 | 87.24 | 87.26 | 88.46 | 87.21 | 90.33 | 86.76 | 88.05 | 86.74 |
| 903 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.46 | 87.99 | 88.33 | 89.05 | 91.02 | 87.17 | 90.14 | 87.75 | 88.57 | 90.21 | 87.88 | 88.12 | 89.27 | 89.76 | 88.03 | 89.25 | 89.93 | 86.62 | 91.90 | 88.53 | 90.20 | 87.86 | 88.04 | 87.20 | 89.15 | 86.94 |
| 932 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.18 | 89.25 | 89.82 | 88.78 | 90.54 | 87.19 | 89.51 | 88.51 | 89.99 | 88.03 | 88.92 | 88.23 | 90.05 | 89.42 | 87.80 | 89.93 | 89.34 | 89.00 | 87.48 | 90.11 | 87.42 | 88.29 | 91.63 | 87.27 | 87.55 | 86.48 |
| 933 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.08 | 87.65 | 89.40 | 89.47 | 87.88 | 89.53 | 88.23 | 90.31 | 89.83 | 90.20 | 88.30 | 88.05 | 88.31 | 89.48 | 89.18 | 90.72 | 90.51 | 84.55 | 84.97 | 84.52 | 89.51 | 86.34 | 89.56 | 88.58 | 87.20 | 86.78 |
| 934 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.89 | 89.37 | 90.83 | 88.19 | 86.80 | 89.65 | 89.67 | 89.71 | 89.15 | 89.65 | 89.62 | 87.73 | 90.04 | 88.51 | 88.38 | 90.04 | 89.50 | 88.64 | 90.64 | 89.85 | 88.38 | 86.05 | 90.59 | 85.30 | 87.21 | 89.36 |
| 935 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.29 | 89.00 | 84.39 | 87.25 | 90.48 | 88.97 | 89.67 | 88.21 | 89.93 | 89.80 | 89.42 | 89.51 | 87.69 | 86.98 | 88.08 | 88.37 | 87.90 | 88.72 | 90.27 | 88.88 | 87.69 | 87.85 | 85.45 | 88.42 | 87.91 | 87.44 |
| 964 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.55 | 88.92 | 87.61 | 87.48 | 85.86 | 87.61 | 89.25 | 88.87 | 88.52 | 87.87 | 88.58 | 87.65 | 87.63 | 88.39 | 87.81 | 88.74 | 88.43 | 89.16 | 88.65 | 87.68 | 86.97 | 86.85 | 88.14 | 85.49 | 87.96 | 87.02 |
| 965 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.03 | 88.26 | 89.11 | 85.81 | 90.25 | 84.59 | 90.08 | 89.35 | 89.70 | 89.18 | 88.30 | 69.37 | 88.88 | 89.52 | 86.81 | 88.78 | 88.05 | 89.61 | 90.10 | 87.46 | 89.60 | 86.01 | 89.04 | 87.29 | 87.57 | 87.27 |
| 966 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.28 | 87.66 | 87.87 | 87.63 | 88.11 | 86.94 | 88.22 | 89.71 | 87.61 | 87.28 | 70.20 | 85.20 | 89.93 | 88.58 | 88.68 | 70.72 | 88.92 | 69.03 | 87.90 | 69.33 | 87.70 | 86.31 | 87.87 | 88.29 | 86.82 | 86.41 |
| 967 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.03 | 89.31 | 89.86 | 87.22 | 88.66 | 84.40 | 88.36 | 86.72 | 87.97 | 86.46 | 88.05 | 87.82 | 86.87 | 89.19 | 87.19 | 87.23 | 88.36 | 88.11 | 90.01 | 87.83 | 85.67 | 86.04 | 89.58 | 86.27 | 85.48 | 86.27 |
| 996 | 372 | 24 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.44 | 90.08 | 89.69 | 87.53 | 88.66 | 88.37 | 87.48 | 86.90 | 91.70 | 67.92 | 88.25 | 87.89 | 89.33 | 88.17 | 88.04 | 89.92 | 88.21 | 90.93 | 68.69 | 88.23 | 87.18 | 87.18 | 83.99 | 88.76 | 87.59 | 87.00 |
| 997 | 372 | 24 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.16 | 88.09 | 70.65 | 85.70 | 87.45 | 87.48 | 87.34 | 89.83 | 87.95 | 88.66 | 68.86 | 87.25 | 89.15 | 88.46 | 87.65 | 69.56 | 89.43 | 69.88 | 86.66 | 88.18 | 87.47 | 85.64 | 89.06 | 87.18 | 89.46 | 88.97 |
| 998 | 372 | 24 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.63 | 87.46 | 88.54 | 85.86 | 88.74 | 86.31 | 87.90 | 88.88 | 70.21 | 89.30 | 69.70 | 86.09 | 70.71 | 88.74 | 89.87 | 89.88 | 88.43 | 90.22 | 88.91 | 89.34 | 88.10 | 88.58 | 88.10 | 88.19 | 87.69 | 87.99 |
| 999 | 372 | 24 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.02 | 89.09 | 89.32 | 87.18 | 87.63 | 86.25 | 88.44 | 87.36 | 87.22 | 87.67 | 89.81 | 87.38 | 88.05 | 69.50 | 70.59 | 86.36 | 88.58 | 88.25 | 88.94 | 88.50 | 88.06 | 86.50 | 90.76 | 85.64 | 87.73 | 86.25 |
| 1028 | 372 | 24 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.95 | 88.18 | 90.26 | 87.64 | 86.86 | 87.87 | 69.90 | 88.46 | 88.91 | 88.44 | 88.83 | 87.26 | 87.28 | 87.51 | 88.93 | 90.12 | 90.53 | 88.91 | 88.03 | 85.95 | 89.37 | 86.71 | 60.35 | 86.78 | 87.67 | 86.59 |
| 1029 | 372 | 24 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.52 | 86.96 | 89.34 | 88.24 | 89.16 | 68.79 | 89.61 | 89.31 | 87.78 | 70.04 | 89.92 | 87.23 | 88.73 | 87.87 | 85.81 | 87.96 | 89.76 | 87.78 | 69.20 | 86.68 | 89.75 | 86.88 | 88.50 | 88.86 | 87.30 | 87.46 |
| 1030 | 372 | 24 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.09 | 89.73 | 87.86 | 87.92 | 88.57 | 88.28 | 59.74 | 88.23 | 88.83 | 87.00 | 87.21 | 68.96 | 89.15 | 88.26 | 89.66 | 90.36 | 88.75 | 90.16 | 69.16 | 88.20 | 87.30 | 86.33 | 88.17 | 59.47 | 89.68 | 87.30 |
| 1031 | 372 | 24 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.74 | 88.20 | 88.25 | 87.16 | 89.51 | 87.08 | 89.67 | 88.73 | 88.87 | 88.49 | 87.66 | 69.57 | 89.11 | 89.04 | 87.20 | 89.59 | 87.52 | 88.45 | 69.13 | 86.15 | 87.34 | 61.31 | 60.76 | 88.49 | 87.96 | 87.51 |
| 1060 | 372 | 24 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 39.69 | 39.48 | 39.32 | 39.01 | 39.30 | 39.61 | 41.17 | 41.22 | 39.33 | 39.20 | 39.40 | 39.88 | 39.67 | 39.23 | 38.31 | 37.60 | 39.49 | 40.69 | 40.00 | 39.54 | 39.25 | 38.18 | 38.95 | 38.61 | 39.82 | 39.56 |
| 1061 | 372 | 24 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 40.03 | 39.98 | 39.66 | 40.03 | 39.47 | 39.62 | 39.94 | 39.63 | 40.05 | 38.76 | 40.18 | 40.10 | 40.26 | 39.84 | 39.26 | 39.10 | 39.48 | 38.80 | 40.12 | 39.78 | 36.88 | 39.07 | 39.87 | 38.14 | 39.58 | 39.75 |
| 1062 | 372 | 24 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 41.50 | 39.51 | 38.66 | 39.59 | 38.93 | 39.57 | 39.56 | 39.43 | 40.91 | 38.55 | 40.10 | 39.73 | 39.62 | 39.45 | 38.51 | 38.89 | 39.56 | 38.66 | 39.66 | 37.73 | 39.40 | 39.85 | 39.88 | 39.49 | 39.12 | 38.35 |
| 1063 | 372 | 24 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 41.24 | 39.66 | 39.89 | 39.35 | 39.29 | 39.93 | 39.92 | 39.27 | 39.33 | 40.37 | 39.84 | 41.22 | 41.94 | 39.01 | 38.82 | 39.72 | 39.38 | 42.01 | 42.69 | 39.81 | 39.68 | 38.79 | 39.53 | 39.89 | 37.31 | 39.54 |
| 1092 | 372 | 24 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 38.55 | 41.12 | 39.30 | 39.55 | 39.21 | 39.43 | 39.78 | 38.92 | 39.22 | 39.32 | 39.84 | 41.80 | 40.98 | 41.26 | 41.59 | 40.96 | 39.47 | 39.39 | 41.24 | 38.33 | 35.19 | 39.58 | 39.30 | 39.97 | 39.66 | 37.67 |
| 1093 | 372 | 24 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 39.81 | 39.51 | 39.03 | 39.84 | 39.19 | 39.23 | 86.13 | 40.96 | 39.10 | 38.59 | 39.94 | 40.76 | 40.34 | 41.73 | 39.32 | 42.42 | 39.02 | 40.68 | 42.25 | 39.65 | 39.23 | 39.44 | 39.81 | 39.82 | 39.35 | 39.22 |
| 1094 | 372 | 24 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 39.31 | 39.85 | 39.61 | 38.99 | 39.87 | 39.95 | 39.51 | 39.28 | 39.41 | 39.43 | 41.06 | 39.93 | 42.11 | 40.08 | 39.89 | 40.10 | 39.29 | 40.09 | 39.07 | 41.42 | 38.67 | 38.20 | 38.60 | 40.02 | 39.58 | 39.55 |
| 1095 | 372 | 24 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 39.66 | 41.56 | 39.77 | 39.51 | 39.40 | 39.86 | 41.09 | 41.29 | 39.19 | 38.60 | 39.90 | 39.70 | 39.00 | 38.41 | 39.15 | 40.83 | 39.08 | 41.50 | 38.89 | 38.97 | 37.83 | 39.03 | 39.85 | 39.40 | 39.35 | 38.66 |
| 1124 | 372 | 24 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 39.68 | 39.62 | 39.22 | 41.68 | 38.06 | 39.55 | 38.30 | 39.33 | 39.49 | 38.58 | 41.43 | 39.89 | 39.68 | 39.40 | 39.13 | 38.21 | 40.70 | 39.18 | 39.43 | 39.98 | 39.14 | 39.60 | 39.85 | 39.50 | 39.70 | 39.61 |
| 1125 | 372 | 24 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 39.46 | 39.46 | 39.71 | 39.67 | 39.09 | 39.80 | 40.39 | 39.44 | 42.61 | 39.35 | 41.44 | 39.91 | 39.55 | 39.75 | 39.24 | 41.59 | 39.41 | 38.68 | 42.57 | 39.94 | 39.44 | 39.06 | 38.97 | 39.89 | 39.12 | 39.79 |
| 1126 | 372 | 24 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 38.71 | 39.70 | 40.68 | 39.77 | 39.28 | 39.50 | 41.41 | 39.14 | 39.08 | 39.17 | 39.66 | 39.94 | 39.58 | 37.01 | 39.75 | 38.84 | 38.62 | 38.42 | 39.00 | 41.63 | 39.47 | 38.63 | 40.05 | 39.61 | 39.15 | 38.97 |
| 1127 | 372 | 24 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 39.20 | 39.71 | 39.80 | 39.26 | 38.64 | 40.25 | 41.85 | 39.45 | 39.37 | 39.22 | 40.04 | 38.94 | 40.01 | 39.10 | 39.09 | 40.13 | 39.05 | 39.25 | 39.69 | 39.83 | 39.73 | 39.62 | 39.45 | 39.08 | 37.72 | 39.79 |
The global mean maximum row:
| mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | average_map | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 870 | 86.88 | 86.10 | 86.52 | 83.97 | 85.12 | 87.72 | 85.81 | 87.26 | 87.75 | 87.16 | 87.01 | 88.08 | 87.91 | 87.00 | 86.34 | 88.73 | 86.27 | 86.64 | 86.79 | 86.08 | 84.12 | 87.02 | 87.00 | 84.30 | 86.48 | 83.96 | 86.462308 |
| 869 | 86.21 | 86.72 | 85.83 | 86.77 | 88.01 | 87.92 | 87.54 | 87.59 | 86.66 | 85.82 | 87.57 | 86.13 | 86.74 | 85.05 | 85.48 | 87.86 | 88.09 | 86.36 | 86.01 | 87.38 | 86.50 | 84.35 | 85.84 | 83.29 | 85.18 | 86.65 | 86.444231 |
| 582 | 86.39 | 87.15 | 86.36 | 85.94 | 86.58 | 87.36 | 87.08 | 88.10 | 87.58 | 86.08 | 87.02 | 86.28 | 86.47 | 85.41 | 85.69 | 87.74 | 87.66 | 87.08 | 87.97 | 87.09 | 87.12 | 84.33 | 86.76 | 83.54 | 84.17 | 84.59 | 86.443846 |
| 581 | 87.06 | 86.13 | 84.78 | 86.50 | 86.91 | 87.46 | 85.19 | 87.55 | 87.38 | 86.95 | 88.52 | 85.90 | 87.34 | 86.08 | 86.51 | 87.91 | 85.95 | 87.26 | 87.55 | 88.72 | 85.52 | 84.87 | 84.18 | 85.07 | 84.37 | 84.77 | 86.401154 |
| 868 | 86.76 | 86.41 | 85.95 | 87.06 | 85.66 | 88.34 | 86.05 | 87.65 | 85.97 | 85.97 | 88.09 | 86.70 | 87.35 | 87.04 | 85.94 | 85.85 | 85.60 | 86.29 | 85.97 | 86.30 | 86.75 | 84.60 | 87.38 | 84.10 | 87.32 | 84.05 | 86.351923 |
| 933 | 86.49 | 85.63 | 88.00 | 86.68 | 84.15 | 88.28 | 87.27 | 84.84 | 87.14 | 86.08 | 87.32 | 88.49 | 85.69 | 86.87 | 85.13 | 87.95 | 87.56 | 87.75 | 83.77 | 87.80 | 87.01 | 84.01 | 86.36 | 85.67 | 84.97 | 83.98 | 86.341923 |
| 900 | 84.70 | 86.77 | 86.48 | 86.33 | 86.59 | 86.84 | 85.69 | 88.55 | 86.85 | 87.01 | 86.67 | 85.72 | 88.26 | 86.94 | 85.24 | 87.02 | 85.57 | 86.00 | 86.05 | 85.31 | 85.16 | 86.29 | 86.41 | 87.36 | 84.42 | 85.46 | 86.295769 |
| 580 | 86.03 | 85.80 | 85.44 | 86.38 | 86.21 | 87.99 | 86.31 | 86.44 | 87.69 | 87.02 | 87.81 | 87.68 | 85.98 | 86.31 | 86.56 | 88.53 | 86.94 | 87.12 | 85.90 | 87.41 | 85.11 | 83.91 | 84.28 | 84.00 | 84.80 | 85.54 | 86.276538 |
| 903 | 85.65 | 85.41 | 87.00 | 84.89 | 86.32 | 85.99 | 87.34 | 85.55 | 86.71 | 86.87 | 86.86 | 87.53 | 87.65 | 85.49 | 85.75 | 86.64 | 86.88 | 88.21 | 87.03 | 86.85 | 86.80 | 83.84 | 83.94 | 85.26 | 86.32 | 86.12 | 86.265385 |
| 644 | 85.84 | 85.24 | 85.05 | 86.93 | 87.47 | 86.40 | 87.71 | 86.02 | 86.97 | 86.35 | 85.82 | 86.42 | 86.62 | 88.13 | 85.19 | 89.02 | 85.42 | 87.65 | 86.72 | 86.20 | 82.99 | 85.16 | 85.97 | 84.12 | 86.81 | 84.83 | 86.194231 |
Model performance on validation data (Mann-Whitney U Test)
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 868 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.76 | 86.41 | 85.95 | 87.06 | 85.66 | 88.34 | 86.05 | 87.65 | 85.97 | 85.97 | 88.09 | 86.70 | 87.35 | 87.04 | 85.94 | 85.85 | 85.60 | 86.29 | 85.97 | 86.30 | 86.75 | 84.60 | 87.38 | 84.10 | 87.32 | 84.05 |
| 869 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.21 | 86.72 | 85.83 | 86.77 | 88.01 | 87.92 | 87.54 | 87.59 | 86.66 | 85.82 | 87.57 | 86.13 | 86.74 | 85.05 | 85.48 | 87.86 | 88.09 | 86.36 | 86.01 | 87.38 | 86.50 | 84.35 | 85.84 | 83.29 | 85.18 | 86.65 |
| 870 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.88 | 86.10 | 86.52 | 83.97 | 85.12 | 87.72 | 85.81 | 87.26 | 87.75 | 87.16 | 87.01 | 88.08 | 87.91 | 87.00 | 86.34 | 88.73 | 86.27 | 86.64 | 86.79 | 86.08 | 84.12 | 87.02 | 87.00 | 84.30 | 86.48 | 83.96 |
| 871 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.63 | 87.07 | 87.36 | 84.97 | 83.64 | 87.72 | 85.62 | 86.24 | 87.94 | 86.25 | 86.51 | 88.18 | 84.31 | 87.85 | 84.07 | 87.01 | 86.41 | 85.44 | 87.61 | 88.24 | 85.13 | 86.55 | 87.31 | 84.06 | 85.07 | 83.63 |
| 964 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 84.31 | 85.47 | 86.33 | 86.72 | 84.26 | 87.97 | 85.49 | 85.90 | 86.17 | 87.00 | 87.84 | 87.59 | 87.13 | 85.73 | 86.71 | 86.92 | 86.38 | 87.30 | 87.49 | 87.54 | 84.46 | 84.56 | 86.94 | 83.28 | 84.74 | 85.81 |
| 965 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.55 | 85.94 | 85.54 | 85.07 | 86.41 | 86.69 | 88.58 | 85.66 | 86.76 | 86.64 | 86.82 | 76.30 | 87.38 | 86.07 | 86.12 | 86.52 | 85.94 | 86.58 | 88.13 | 88.10 | 86.23 | 84.42 | 85.59 | 86.62 | 84.71 | 85.15 |
| 967 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.97 | 85.49 | 86.05 | 85.88 | 85.24 | 85.79 | 86.63 | 86.82 | 86.42 | 85.34 | 86.00 | 87.43 | 86.98 | 86.26 | 86.83 | 87.42 | 86.71 | 86.49 | 88.21 | 87.58 | 84.38 | 84.27 | 86.05 | 83.28 | 84.81 | 84.25 |
| 580 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.03 | 85.80 | 85.44 | 86.38 | 86.21 | 87.99 | 86.31 | 86.44 | 87.69 | 87.02 | 87.81 | 87.68 | 85.98 | 86.31 | 86.56 | 88.53 | 86.94 | 87.12 | 85.90 | 87.41 | 85.11 | 83.91 | 84.28 | 84.00 | 84.80 | 85.54 |
| 581 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.06 | 86.13 | 84.78 | 86.50 | 86.91 | 87.46 | 85.19 | 87.55 | 87.38 | 86.95 | 88.52 | 85.90 | 87.34 | 86.08 | 86.51 | 87.91 | 85.95 | 87.26 | 87.55 | 88.72 | 85.52 | 84.87 | 84.18 | 85.07 | 84.37 | 84.77 |
| 582 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.39 | 87.15 | 86.36 | 85.94 | 86.58 | 87.36 | 87.08 | 88.10 | 87.58 | 86.08 | 87.02 | 86.28 | 86.47 | 85.41 | 85.69 | 87.74 | 87.66 | 87.08 | 87.97 | 87.09 | 87.12 | 84.33 | 86.76 | 83.54 | 84.17 | 84.59 |
| 677 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.36 | 85.61 | 86.33 | 86.38 | 85.74 | 87.32 | 84.84 | 86.18 | 73.84 | 87.26 | 85.86 | 74.91 | 86.80 | 87.35 | 87.03 | 86.80 | 86.09 | 87.54 | 87.15 | 88.56 | 84.99 | 83.33 | 84.84 | 84.36 | 86.31 | 85.58 |
| 678 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 85.00 | 86.96 | 86.34 | 85.81 | 85.59 | 87.29 | 87.01 | 87.54 | 88.12 | 85.45 | 87.86 | 86.58 | 86.48 | 85.99 | 86.75 | 85.85 | 84.64 | 85.99 | 75.12 | 88.28 | 87.29 | 85.23 | 84.16 | 83.24 | 85.95 | 85.52 |
| 900 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 84.70 | 86.77 | 86.48 | 86.33 | 86.59 | 86.84 | 85.69 | 88.55 | 86.85 | 87.01 | 86.67 | 85.72 | 88.26 | 86.94 | 85.24 | 87.02 | 85.57 | 86.00 | 86.05 | 85.31 | 85.16 | 86.29 | 86.41 | 87.36 | 84.42 | 85.46 |
| 901 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 84.72 | 86.29 | 87.03 | 85.25 | 87.65 | 87.63 | 83.60 | 86.53 | 86.44 | 87.10 | 85.97 | 87.40 | 87.87 | 88.14 | 87.17 | 85.44 | 88.02 | 85.69 | 86.25 | 87.15 | 85.68 | 84.25 | 85.84 | 85.01 | 82.92 | 84.61 |
| 903 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 85.65 | 85.41 | 87.00 | 84.89 | 86.32 | 85.99 | 87.34 | 85.55 | 86.71 | 86.87 | 86.86 | 87.53 | 87.65 | 85.49 | 85.75 | 86.64 | 86.88 | 88.21 | 87.03 | 86.85 | 86.80 | 83.84 | 83.94 | 85.26 | 86.32 | 86.12 |
| 612 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.54 | 86.49 | 84.61 | 85.93 | 84.41 | 87.69 | 86.78 | 84.05 | 87.07 | 87.56 | 86.29 | 88.14 | 85.50 | 84.15 | 85.38 | 88.43 | 86.67 | 85.59 | 86.67 | 86.40 | 88.25 | 82.70 | 85.08 | 83.60 | 85.52 | 84.73 |
| 613 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.07 | 86.85 | 83.97 | 86.66 | 84.58 | 88.03 | 87.06 | 87.45 | 87.52 | 86.09 | 87.58 | 86.06 | 85.07 | 86.00 | 84.83 | 86.12 | 86.14 | 86.57 | 87.07 | 86.83 | 84.44 | 85.66 | 85.68 | 84.05 | 84.47 | 86.23 |
| 614 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.54 | 86.57 | 85.02 | 85.86 | 83.72 | 85.14 | 85.25 | 87.26 | 87.76 | 83.78 | 87.26 | 87.08 | 87.33 | 86.37 | 87.15 | 88.00 | 86.84 | 88.88 | 87.96 | 87.09 | 84.51 | 84.78 | 84.60 | 84.56 | 86.51 | 82.98 |
| 615 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 85.41 | 87.32 | 82.11 | 82.01 | 86.33 | 87.36 | 87.80 | 86.51 | 86.12 | 84.18 | 87.53 | 84.09 | 87.75 | 86.70 | 87.45 | 86.13 | 86.46 | 87.87 | 88.07 | 86.80 | 85.13 | 83.97 | 85.03 | 84.03 | 83.52 | 85.54 |
| 932 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 84.90 | 84.94 | 86.76 | 85.81 | 83.58 | 84.69 | 87.04 | 86.55 | 87.86 | 86.91 | 86.50 | 87.53 | 88.89 | 86.53 | 86.10 | 88.73 | 87.18 | 86.67 | 86.44 | 88.08 | 82.09 | 83.78 | 85.85 | 84.85 | 83.53 | 84.79 |
| 933 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.49 | 85.63 | 88.00 | 86.68 | 84.15 | 88.28 | 87.27 | 84.84 | 87.14 | 86.08 | 87.32 | 88.49 | 85.69 | 86.87 | 85.13 | 87.95 | 87.56 | 87.75 | 83.77 | 87.80 | 87.01 | 84.01 | 86.36 | 85.67 | 84.97 | 83.98 |
| 934 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.68 | 86.56 | 87.13 | 85.32 | 83.74 | 86.76 | 85.20 | 87.19 | 87.64 | 86.64 | 87.88 | 86.11 | 88.50 | 85.84 | 85.36 | 87.34 | 86.32 | 85.94 | 86.89 | 87.78 | 83.72 | 80.87 | 85.98 | 86.24 | 84.13 | 85.88 |
| 935 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 85.74 | 85.44 | 80.74 | 85.87 | 87.93 | 88.05 | 87.97 | 85.95 | 86.96 | 87.31 | 87.97 | 89.60 | 86.94 | 84.42 | 86.93 | 84.60 | 85.62 | 87.15 | 86.95 | 86.00 | 83.21 | 86.27 | 78.74 | 85.94 | 83.89 | 85.36 |
| 644 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.84 | 85.24 | 85.05 | 86.93 | 87.47 | 86.40 | 87.71 | 86.02 | 86.97 | 86.35 | 85.82 | 86.42 | 86.62 | 88.13 | 85.19 | 89.02 | 85.42 | 87.65 | 86.72 | 86.20 | 82.99 | 85.16 | 85.97 | 84.12 | 86.81 | 84.83 |
| 645 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.30 | 84.18 | 85.78 | 85.82 | 86.47 | 87.29 | 87.95 | 86.40 | 87.54 | 85.17 | 87.33 | 86.31 | 84.30 | 84.76 | 85.10 | 86.90 | 86.12 | 86.55 | 87.54 | 86.47 | 86.58 | 85.64 | 86.40 | 85.79 | 86.45 | 84.98 |
| 647 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.07 | 86.71 | 84.35 | 87.00 | 84.44 | 87.78 | 87.28 | 85.94 | 86.84 | 85.86 | 87.84 | 85.41 | 87.25 | 87.05 | 87.13 | 85.82 | 85.93 | 86.02 | 85.40 | 85.34 | 86.67 | 85.08 | 84.91 | 84.73 | 84.68 | 84.95 |
Size of the All data: (144, 29)
Size of the Sig data: (26, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.29 | 87.04 | 89.49 | 87.06 | 88.23 | 86.95 | 87.14 | 87.73 | 86.62 | 88.00 | 89.76 | 86.13 | 87.96 | 87.63 | 88.20 | 88.67 | 89.58 | 89.11 | 86.20 | 86.62 | 90.42 | 85.12 | 89.12 | 86.86 | 87.78 | 86.40 |
| 1 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.45 | 87.23 | 88.29 | 88.90 | 89.97 | 88.22 | 88.52 | 87.59 | 84.91 | 86.35 | 89.62 | 87.46 | 89.52 | 87.98 | 86.96 | 88.07 | 90.61 | 87.36 | 88.18 | 88.81 | 88.59 | 85.51 | 87.66 | 87.20 | 86.67 | 86.35 |
| 0 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.08 | 88.21 | 89.14 | 86.25 | 88.36 | 88.18 | 88.67 | 87.47 | 87.62 | 88.07 | 87.37 | 86.04 | 89.19 | 86.56 | 88.14 | 88.77 | 87.94 | 89.75 | 87.51 | 88.45 | 89.45 | 90.16 | 88.61 | 85.48 | 89.19 | 85.82 |
| 13 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.15 | 89.03 | 89.09 | 86.20 | 87.81 | 82.49 | 89.07 | 88.22 | 87.89 | 88.09 | 89.20 | 87.01 | 85.14 | 88.17 | 87.31 | 89.15 | 87.06 | 87.68 | 88.41 | 86.71 | 87.38 | 87.47 | 89.91 | 86.75 | 86.57 | 84.38 |
| 11 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.55 | 88.92 | 87.61 | 87.48 | 85.86 | 87.61 | 89.25 | 88.87 | 88.52 | 87.87 | 88.58 | 87.65 | 87.63 | 88.39 | 87.81 | 88.74 | 88.43 | 89.16 | 88.65 | 87.68 | 86.97 | 86.85 | 88.14 | 85.49 | 87.96 | 87.02 |
| 20 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.03 | 88.26 | 89.11 | 85.81 | 90.25 | 84.59 | 90.08 | 89.35 | 89.70 | 89.18 | 88.30 | 69.37 | 88.88 | 89.52 | 86.81 | 88.78 | 88.05 | 89.61 | 90.10 | 87.46 | 89.60 | 86.01 | 89.04 | 87.29 | 87.57 | 87.27 |
| 18 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.03 | 89.31 | 89.86 | 87.22 | 88.66 | 84.40 | 88.36 | 86.72 | 87.97 | 86.46 | 88.05 | 87.82 | 86.87 | 89.19 | 87.19 | 87.23 | 88.36 | 88.11 | 90.01 | 87.83 | 85.67 | 86.04 | 89.58 | 86.27 | 85.48 | 86.27 |
| 7 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.84 | 88.44 | 88.44 | 88.70 | 89.55 | 85.55 | 87.27 | 87.13 | 87.81 | 89.11 | 87.99 | 87.46 | 86.91 | 89.85 | 86.69 | 90.62 | 87.87 | 87.66 | 87.39 | 88.55 | 88.25 | 87.17 | 89.15 | 86.67 | 85.79 | 87.33 |
| 3 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.56 | 87.87 | 87.57 | 87.59 | 88.35 | 85.58 | 87.06 | 87.61 | 89.95 | 88.86 | 87.49 | 85.85 | 88.19 | 87.61 | 85.70 | 87.86 | 89.24 | 89.04 | 87.45 | 88.26 | 88.11 | 86.57 | 87.83 | 87.48 | 86.81 | 86.25 |
| 2 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.35 | 88.57 | 88.30 | 87.87 | 87.85 | 85.45 | 89.07 | 89.77 | 88.33 | 88.49 | 88.48 | 86.54 | 87.65 | 87.39 | 84.78 | 89.26 | 89.92 | 87.64 | 89.41 | 87.55 | 87.40 | 88.26 | 89.66 | 85.13 | 85.64 | 86.59 |
| 25 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.18 | 88.80 | 88.93 | 89.32 | 88.00 | 87.59 | 85.74 | 86.90 | 70.90 | 89.49 | 88.36 | 70.63 | 90.22 | 89.66 | 88.65 | 88.60 | 89.21 | 90.69 | 88.56 | 88.66 | 86.63 | 86.19 | 88.55 | 87.55 | 87.52 | 86.58 |
| 24 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.32 | 88.64 | 89.09 | 88.97 | 87.35 | 86.15 | 91.17 | 87.24 | 88.95 | 88.25 | 88.25 | 87.65 | 88.59 | 87.86 | 86.86 | 88.23 | 87.95 | 88.00 | 68.47 | 87.61 | 90.01 | 86.53 | 87.46 | 86.52 | 88.20 | 87.98 |
| 6 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.19 | 87.57 | 88.50 | 87.21 | 87.88 | 88.57 | 89.09 | 88.77 | 89.06 | 90.10 | 87.55 | 85.37 | 87.01 | 90.75 | 85.36 | 88.32 | 88.45 | 90.15 | 86.94 | 86.42 | 88.42 | 88.28 | 91.37 | 90.92 | 86.92 | 87.97 |
| 12 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.61 | 86.66 | 87.58 | 88.24 | 88.66 | 89.07 | 88.22 | 87.89 | 89.09 | 88.23 | 86.48 | 87.59 | 88.73 | 89.87 | 87.92 | 88.51 | 89.95 | 89.50 | 87.87 | 84.81 | 89.35 | 88.42 | 88.49 | 87.11 | 86.54 | 87.12 |
| 8 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.46 | 87.99 | 88.33 | 89.05 | 91.02 | 87.17 | 90.14 | 87.75 | 88.57 | 90.21 | 87.88 | 88.12 | 89.27 | 89.76 | 88.03 | 89.25 | 89.93 | 86.62 | 91.90 | 88.53 | 90.20 | 87.86 | 88.04 | 87.20 | 89.15 | 86.94 |
| 21 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.45 | 88.47 | 89.67 | 85.16 | 87.60 | 88.34 | 88.80 | 87.91 | 89.24 | 88.72 | 87.75 | 88.00 | 88.96 | 89.08 | 88.73 | 89.86 | 90.45 | 88.82 | 89.08 | 89.53 | 91.10 | 87.35 | 88.52 | 88.31 | 89.43 | 87.24 |
| 16 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.88 | 87.16 | 88.50 | 88.26 | 87.37 | 86.33 | 90.09 | 88.03 | 89.78 | 89.65 | 89.08 | 87.53 | 87.80 | 89.96 | 88.54 | 88.71 | 88.24 | 88.60 | 89.12 | 89.27 | 89.03 | 87.09 | 89.06 | 86.25 | 87.92 | 88.33 |
| 15 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.22 | 89.32 | 88.77 | 88.21 | 86.71 | 86.17 | 86.19 | 88.53 | 89.21 | 88.18 | 88.62 | 87.71 | 90.12 | 89.00 | 88.46 | 88.58 | 88.20 | 89.72 | 91.13 | 89.21 | 88.28 | 86.75 | 90.09 | 88.42 | 87.47 | 86.36 |
| 23 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.88 | 90.23 | 85.05 | 84.86 | 88.18 | 89.22 | 89.06 | 87.94 | 88.26 | 85.93 | 90.15 | 86.81 | 89.78 | 89.52 | 89.03 | 88.59 | 90.14 | 89.57 | 88.69 | 86.48 | 86.80 | 85.66 | 89.88 | 86.37 | 84.33 | 88.51 |
| 17 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.18 | 89.25 | 89.82 | 88.78 | 90.54 | 87.19 | 89.51 | 88.51 | 89.99 | 88.03 | 88.92 | 88.23 | 90.05 | 89.42 | 87.80 | 89.93 | 89.34 | 89.00 | 87.48 | 90.11 | 87.42 | 88.29 | 91.63 | 87.27 | 87.55 | 86.48 |
| 5 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.08 | 87.65 | 89.40 | 89.47 | 87.88 | 89.53 | 88.23 | 90.31 | 89.83 | 90.20 | 88.30 | 88.05 | 88.31 | 89.48 | 89.18 | 90.72 | 90.51 | 84.55 | 84.97 | 84.52 | 89.51 | 86.34 | 89.56 | 88.58 | 87.20 | 86.78 |
| 14 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.89 | 89.37 | 90.83 | 88.19 | 86.80 | 89.65 | 89.67 | 89.71 | 89.15 | 89.65 | 89.62 | 87.73 | 90.04 | 88.51 | 88.38 | 90.04 | 89.50 | 88.64 | 90.64 | 89.85 | 88.38 | 86.05 | 90.59 | 85.30 | 87.21 | 89.36 |
| 22 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.29 | 89.00 | 84.39 | 87.25 | 90.48 | 88.97 | 89.67 | 88.21 | 89.93 | 89.80 | 89.42 | 89.51 | 87.69 | 86.98 | 88.08 | 88.37 | 87.90 | 88.72 | 90.27 | 88.88 | 87.69 | 87.85 | 85.45 | 88.42 | 87.91 | 87.44 |
| 9 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.32 | 88.33 | 91.02 | 87.41 | 88.73 | 89.29 | 89.28 | 87.60 | 89.74 | 88.69 | 88.62 | 87.26 | 90.45 | 88.59 | 87.80 | 90.44 | 87.23 | 88.27 | 88.66 | 88.70 | 86.23 | 88.82 | 90.16 | 87.89 | 89.36 | 87.02 |
| 10 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.79 | 87.60 | 90.42 | 88.61 | 87.70 | 85.82 | 90.56 | 86.45 | 90.56 | 86.40 | 89.21 | 89.02 | 88.39 | 88.63 | 88.21 | 88.68 | 88.87 | 89.13 | 90.42 | 86.95 | 87.79 | 87.82 | 90.05 | 89.32 | 88.48 | 85.78 |
| 19 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.10 | 89.39 | 86.97 | 89.26 | 89.17 | 85.66 | 87.70 | 89.43 | 90.52 | 88.35 | 90.74 | 87.44 | 89.54 | 90.66 | 87.55 | 89.22 | 89.77 | 88.52 | 87.92 | 87.92 | 90.13 | 88.32 | 90.24 | 88.73 | 89.77 | 87.78 |
Size of the test data: (26, 34)
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_6 | 87.211538 | 0.944037 |
| mAP_valid_abs_values_11 | 87.143462 | 0.764596 |
| mAP_valid_abs_values_20 | 87.130000 | 0.939212 |
| mAP_valid_abs_values_16 | 87.126154 | 1.140653 |
| mAP_valid_abs_values_13 | 86.865000 | 1.168614 |
| mAP_valid_abs_values_18 | 86.793462 | 0.856546 |
| mAP_valid_abs_values_8 | 86.604615 | 1.011309 |
| mAP_valid_abs_values_9 | 86.603846 | 2.672512 |
| mAP_valid_abs_values_7 | 86.541923 | 1.187993 |
| mAP_valid_abs_values_17 | 86.438846 | 0.818957 |
| mAP_valid_abs_values_19 | 86.411923 | 2.509137 |
| mAP_valid_abs_values_10 | 86.301923 | 0.942690 |
| mAP_valid_abs_values_14 | 86.289615 | 1.042188 |
| mAP_valid_abs_values_2 | 86.125000 | 0.768626 |
| mAP_valid_abs_values_15 | 86.074615 | 0.881863 |
| mAP_valid_abs_values_12 | 86.063462 | 3.288100 |
| mAP_valid_abs_values | 85.915385 | 0.834751 |
| mAP_valid_abs_values_4 | 85.838846 | 1.083662 |
| mAP_valid_abs_values_3 | 85.648462 | 1.588077 |
| mAP_valid_abs_values_5 | 85.644231 | 1.391086 |
| mAP_valid_abs_values_23 | 85.427692 | 1.688313 |
| mAP_valid_abs_values_21 | 85.378462 | 1.498358 |
| mAP_valid_abs_values_25 | 85.078846 | 1.139113 |
| mAP_valid_abs_values_26 | 84.997692 | 0.861163 |
| mAP_valid_abs_values_24 | 84.628846 | 1.108319 |
| mAP_valid_abs_values_22 | 84.605385 | 1.273770 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_23 | 89.147692 | 1.312153 |
| mAP_test_abs_values_16 | 88.969231 | 0.859707 |
| mAP_test_abs_values_17 | 88.950000 | 1.039292 |
| mAP_test_abs_values_14 | 88.846923 | 1.095342 |
| mAP_test_abs_values_7 | 88.754231 | 1.310976 |
| mAP_test_abs_values_3 | 88.621923 | 1.514218 |
| mAP_test_abs_values_11 | 88.607308 | 0.954516 |
| mAP_test_abs_values_18 | 88.600769 | 1.242877 |
| mAP_test_abs_values_13 | 88.572692 | 1.281008 |
| mAP_test_abs_values | 88.506538 | 0.852671 |
| mAP_test_abs_values_10 | 88.475385 | 1.200037 |
| mAP_test_abs_values_5 | 88.421538 | 1.271206 |
| mAP_test_abs_values_21 | 88.415769 | 1.402818 |
| mAP_test_abs_values_2 | 88.396538 | 0.874793 |
| mAP_test_abs_values_9 | 88.157692 | 3.733878 |
| mAP_test_abs_values_8 | 88.140000 | 0.984699 |
| average_map | 88.107308 | 0.524170 |
| mAP_test_abs_values_19 | 87.901154 | 4.259638 |
| mAP_test_abs_values_20 | 87.898846 | 1.396915 |
| mAP_test_abs_values_4 | 87.743462 | 1.277732 |
| mAP_test_abs_values_15 | 87.621923 | 1.096347 |
| mAP_test_abs_values_25 | 87.477692 | 1.326223 |
| mAP_test_abs_values_24 | 87.260769 | 1.336925 |
| mAP_test_abs_values_22 | 87.183846 | 1.191970 |
| mAP_test_abs_values_6 | 87.066923 | 1.833599 |
| mAP_test_abs_values_26 | 86.975000 | 1.005184 |
| mAP_test_abs_values_12 | 86.076154 | 4.823388 |
Summary:
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid_mwu_24['id'] = res_valid_mwu_24.index.to_series().apply(extract_number)
res_test_mwu_24['id'] = res_test_mwu_24.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid_mwu_24,res_test_mwu_24])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test_mwu_24 = res_test_mwu_24.sort_values(by=['id']).reset_index().query("index !='average_map'")
res_valid_mwu_24 = res_valid_mwu_24.reset_index(drop=True)
res_valid_mwu_24.columns = ['valid_score', 'std', 'id']
res_valid_mwu_24 = res_valid_mwu_24[['valid_score', 'id']]
res_test_mwu_24.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_24 = res_test_mwu_24[['test_score', 'id']]
result_merged_mwu_24 = pd.merge(res_valid_mwu_24,res_test_mwu_24,on='id')
result_merged_mwu_24.sort_values(by=['valid_score'], ascending=False,inplace=True)
result_merged_mwu_24 = result_merged_mwu_24[['id','valid_score','test_score']]
html_table = result_merged_mwu_24.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))| id | valid_score | test_score | |
|---|---|---|---|
| 0 | 6 | 87.211538 | 87.066923 |
| 1 | 11 | 87.143462 | 88.607308 |
| 2 | 20 | 87.130000 | 87.898846 |
| 3 | 16 | 87.126154 | 88.969231 |
| 4 | 13 | 86.865000 | 88.572692 |
| 5 | 18 | 86.793462 | 88.600769 |
| 6 | 8 | 86.604615 | 88.140000 |
| 7 | 9 | 86.603846 | 88.157692 |
| 8 | 7 | 86.541923 | 88.754231 |
| 9 | 17 | 86.438846 | 88.950000 |
| 10 | 19 | 86.411923 | 87.901154 |
| 11 | 10 | 86.301923 | 88.475385 |
| 12 | 14 | 86.289615 | 88.846923 |
| 13 | 2 | 86.125000 | 88.396538 |
| 14 | 15 | 86.074615 | 87.621923 |
| 15 | 12 | 86.063462 | 86.076154 |
| 16 | 1 | 85.915385 | 88.506538 |
| 17 | 4 | 85.838846 | 87.743462 |
| 18 | 3 | 85.648462 | 88.621923 |
| 19 | 5 | 85.644231 | 88.421538 |
| 20 | 23 | 85.427692 | 89.147692 |
| 21 | 21 | 85.378462 | 88.415769 |
| 22 | 25 | 85.078846 | 87.477692 |
| 23 | 26 | 84.997692 | 86.975000 |
| 24 | 24 | 84.628846 | 87.260769 |
| 25 | 22 | 84.605385 | 87.183846 |
Code
#%%
dt_valid = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_24082024_{layer_vsn}.csv")
dt_test = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_24082024_{layer_vsn}.csv")
output_size = 16
query = (
"output_size == @output_size "
)
dt_valid = dt_valid.query(query)
dt_test = dt_test.query(query)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 81.99 | 19.49 | 79.00 | 79.17 | 76.59 | 72.96 | 80.85 | 83.23 | 82.08 | 81.77 | 81.07 | 83.25 | 81.59 | 80.66 | 83.15 | 83.77 | 81.84 | 82.40 | 83.80 | 72.91 | 80.83 | 66.04 | 81.34 | 52.32 | 79.07 | 52.32 |
| 1 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 83.04 | 80.07 | 77.83 | 81.37 | 80.91 | 81.62 | 81.12 | 82.63 | 83.80 | 80.87 | 84.34 | 74.50 | 79.67 | 76.93 | 77.61 | 83.14 | 76.52 | 83.62 | 85.79 | 73.68 | 81.84 | 78.58 | 79.15 | 80.06 | 82.02 | 54.92 |
| 2 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 82.55 | 76.33 | 82.17 | 81.60 | 81.25 | 72.47 | 80.61 | 81.91 | 81.96 | 80.27 | 82.42 | 77.09 | 82.12 | 82.30 | 80.39 | 82.55 | 81.56 | 83.83 | 83.44 | 83.68 | 75.93 | 81.56 | 78.15 | 78.19 | 80.05 | 80.13 |
| 3 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 82.09 | 70.77 | 81.64 | 77.94 | 68.68 | 81.40 | 83.47 | 80.73 | 83.49 | 83.00 | 81.23 | 84.43 | 83.02 | 83.45 | 83.37 | 82.91 | 81.08 | 82.83 | 85.32 | 83.72 | 55.64 | 80.17 | 81.44 | 77.69 | 54.57 | 54.89 |
| 32 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 81.12 | 81.00 | 77.52 | 81.28 | 78.04 | 83.01 | 83.07 | 74.32 | 83.76 | 77.79 | 74.04 | 83.30 | 19.49 | 82.38 | 81.10 | 82.59 | 78.65 | 79.75 | 84.54 | 84.26 | 81.34 | 82.12 | 77.85 | 81.52 | 82.38 | 78.90 |
| 33 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 81.39 | 78.47 | 83.09 | 80.41 | 82.00 | 84.29 | 83.39 | 86.09 | 85.09 | 83.90 | 82.72 | 84.93 | 84.20 | 81.60 | 83.61 | 83.78 | 71.38 | 85.69 | 84.25 | 81.72 | 82.71 | 82.80 | 79.38 | 81.77 | 81.84 | 82.27 |
| 34 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 79.95 | 82.83 | 81.87 | 83.19 | 82.80 | 82.01 | 82.31 | 82.32 | 83.78 | 83.65 | 83.68 | 85.62 | 81.88 | 80.41 | 82.81 | 81.01 | 84.39 | 82.49 | 83.57 | 83.90 | 81.69 | 81.84 | 82.47 | 52.94 | 81.48 | 53.34 |
| 35 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 80.93 | 83.11 | 82.35 | 78.94 | 69.40 | 81.92 | 82.56 | 83.23 | 85.00 | 84.98 | 84.55 | 83.88 | 82.42 | 77.95 | 83.33 | 83.50 | 81.48 | 85.72 | 85.98 | 80.60 | 83.00 | 81.36 | 77.83 | 80.76 | 80.39 | 81.37 |
| 64 | 372 | 16 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 70.88 | 69.89 | 77.28 | 54.81 | 82.31 | 72.73 | 82.39 | 79.84 | 84.04 | 84.01 | 84.73 | 85.58 | 81.83 | 85.02 | 82.79 | 72.05 | 72.61 | 83.47 | 84.74 | 75.31 | 78.30 | 82.27 | 80.58 | 69.87 | 55.54 | 81.34 |
| 65 | 372 | 16 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 81.50 | 81.65 | 82.52 | 81.22 | 80.13 | 83.32 | 81.95 | 82.84 | 85.95 | 83.48 | 84.35 | 84.65 | 84.25 | 83.97 | 83.91 | 85.19 | 81.99 | 85.93 | 85.29 | 85.81 | 82.35 | 54.38 | 82.95 | 82.58 | 81.62 | 82.16 |
| 66 | 372 | 16 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 82.55 | 19.49 | 82.84 | 81.72 | 76.09 | 84.06 | 85.05 | 83.37 | 84.76 | 83.97 | 83.18 | 74.79 | 84.12 | 79.23 | 80.21 | 84.68 | 83.59 | 83.22 | 83.58 | 83.52 | 53.67 | 82.52 | 82.06 | 80.83 | 83.69 | 81.76 |
| 67 | 372 | 16 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 81.84 | 82.28 | 84.56 | 80.14 | 71.45 | 83.84 | 73.01 | 83.18 | 83.62 | 81.69 | 85.54 | 74.14 | 84.81 | 83.64 | 80.79 | 86.22 | 81.14 | 85.24 | 82.77 | 85.42 | 82.01 | 82.69 | 84.00 | 69.81 | 81.59 | 82.18 |
| 96 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 39.39 | 39.66 | 39.78 | 39.48 | 39.56 | 39.26 | 39.82 | 39.33 | 39.84 | 40.15 | 39.97 | 40.15 | 39.83 | 39.84 | 39.32 | 39.99 | 39.54 | 39.14 | 39.54 | 40.10 | 38.90 | 38.77 | 38.98 | 38.38 | 37.93 | 38.71 |
| 97 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 39.94 | 39.66 | 39.26 | 39.86 | 39.88 | 19.49 | 40.07 | 39.64 | 80.13 | 39.66 | 40.21 | 39.93 | 39.84 | 19.49 | 39.66 | 39.93 | 39.18 | 39.87 | 40.20 | 40.21 | 38.67 | 38.25 | 38.52 | 39.03 | 38.76 | 39.29 |
| 98 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 39.53 | 39.51 | 39.28 | 39.10 | 39.80 | 39.98 | 38.99 | 39.58 | 39.93 | 39.89 | 39.99 | 39.86 | 39.80 | 39.12 | 39.58 | 40.23 | 39.14 | 39.55 | 39.99 | 39.69 | 38.69 | 37.84 | 38.57 | 39.02 | 38.81 | 78.96 |
| 99 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 39.35 | 39.27 | 39.24 | 39.44 | 39.96 | 39.36 | 40.26 | 39.85 | 39.93 | 46.26 | 40.01 | 40.32 | 39.77 | 39.57 | 39.57 | 39.78 | 38.94 | 40.05 | 39.86 | 40.46 | 38.63 | 38.35 | 39.66 | 38.43 | 38.88 | 65.08 |
| 128 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 39.42 | 39.70 | 39.54 | 38.86 | 39.59 | 39.64 | 40.33 | 39.66 | 39.96 | 81.82 | 39.82 | 39.72 | 40.01 | 39.14 | 39.36 | 39.29 | 39.71 | 39.49 | 46.94 | 45.48 | 38.96 | 38.99 | 39.13 | 39.15 | 39.08 | 39.27 |
| 129 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 39.62 | 39.72 | 39.71 | 39.47 | 39.72 | 39.74 | 39.39 | 39.96 | 39.71 | 39.73 | 19.49 | 40.18 | 40.02 | 39.88 | 39.98 | 38.66 | 40.10 | 39.50 | 39.56 | 39.83 | 38.63 | 38.87 | 39.07 | 38.45 | 38.05 | 38.81 |
| 130 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 39.98 | 39.39 | 39.49 | 39.41 | 40.10 | 40.17 | 39.68 | 40.11 | 40.02 | 39.59 | 39.93 | 39.96 | 39.90 | 40.00 | 40.06 | 40.23 | 39.42 | 46.46 | 40.12 | 46.19 | 39.44 | 39.26 | 38.84 | 39.31 | 38.85 | 39.30 |
| 131 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 39.79 | 40.06 | 39.21 | 40.08 | 39.68 | 40.15 | 39.82 | 39.79 | 82.69 | 19.49 | 40.37 | 39.96 | 38.98 | 40.01 | 39.18 | 40.13 | 39.90 | 39.74 | 47.68 | 39.79 | 38.70 | 38.07 | 39.61 | 39.07 | 38.97 | 39.14 |
| 160 | 372 | 16 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 39.32 | 39.85 | 39.89 | 39.72 | 39.76 | 46.85 | 40.10 | 39.97 | 39.86 | 39.80 | 39.84 | 39.75 | 47.49 | 39.71 | 39.81 | 39.58 | 39.84 | 40.10 | 38.92 | 39.91 | 39.71 | 38.93 | 38.49 | 39.02 | 39.55 | 39.22 |
| 161 | 372 | 16 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 39.89 | 39.58 | 40.02 | 39.68 | 39.75 | 39.85 | 40.08 | 39.81 | 40.01 | 39.89 | 40.18 | 40.14 | 47.65 | 44.49 | 40.11 | 39.93 | 39.16 | 39.81 | 39.84 | 40.15 | 38.70 | 38.75 | 38.92 | 39.35 | 38.67 | 38.89 |
| 162 | 372 | 16 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 39.43 | 39.61 | 39.88 | 39.74 | 39.54 | 39.90 | 39.64 | 39.62 | 39.56 | 39.71 | 39.86 | 39.71 | 39.99 | 39.95 | 39.84 | 39.86 | 40.15 | 39.73 | 39.95 | 40.05 | 38.48 | 38.72 | 38.79 | 39.12 | 39.07 | 39.00 |
| 163 | 372 | 16 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 40.11 | 39.32 | 39.67 | 39.81 | 39.84 | 40.22 | 39.93 | 40.24 | 40.33 | 39.61 | 39.43 | 39.86 | 80.05 | 39.65 | 39.92 | 82.45 | 39.16 | 82.42 | 40.31 | 39.48 | 38.51 | 38.23 | 38.64 | 38.42 | 38.83 | 38.41 |
| 192 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 39.55 | 39.50 | 39.37 | 39.16 | 39.24 | 39.99 | 79.71 | 39.65 | 39.95 | 39.16 | 40.21 | 39.69 | 39.03 | 39.10 | 38.80 | 39.99 | 38.84 | 39.51 | 40.32 | 39.84 | 38.36 | 38.58 | 38.72 | 38.97 | 38.55 | 38.92 |
| 193 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 40.01 | 39.53 | 39.30 | 39.50 | 39.53 | 39.91 | 39.80 | 40.10 | 40.20 | 40.38 | 39.84 | 39.59 | 47.06 | 39.74 | 38.74 | 39.69 | 39.80 | 39.55 | 40.11 | 39.81 | 38.90 | 38.24 | 39.14 | 39.39 | 38.95 | 38.57 |
| 194 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 39.72 | 39.69 | 39.89 | 39.59 | 46.10 | 39.88 | 40.29 | 39.71 | 40.18 | 40.03 | 39.97 | 40.02 | 40.52 | 39.20 | 39.27 | 40.05 | 39.18 | 39.59 | 39.92 | 46.64 | 38.30 | 38.55 | 39.34 | 38.67 | 38.82 | 39.34 |
| 195 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 39.29 | 45.78 | 39.90 | 39.38 | 39.84 | 39.93 | 39.66 | 39.55 | 39.96 | 39.81 | 46.11 | 40.27 | 39.90 | 39.68 | 39.31 | 78.47 | 39.90 | 39.84 | 39.94 | 40.37 | 39.55 | 19.49 | 39.23 | 38.84 | 38.97 | 39.19 |
| 224 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 39.82 | 39.84 | 39.55 | 39.53 | 38.80 | 39.54 | 40.26 | 38.40 | 39.72 | 38.46 | 39.67 | 39.93 | 39.69 | 39.15 | 39.50 | 75.64 | 39.57 | 81.65 | 39.62 | 40.23 | 38.67 | 38.68 | 19.49 | 38.74 | 38.82 | 39.10 |
| 225 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 39.62 | 39.91 | 80.73 | 39.71 | 39.72 | 39.88 | 39.77 | 40.07 | 39.60 | 39.71 | 40.07 | 39.84 | 40.25 | 39.68 | 39.63 | 39.76 | 39.81 | 39.82 | 39.74 | 39.62 | 38.64 | 38.45 | 38.90 | 38.86 | 38.77 | 38.86 |
| 226 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 40.11 | 39.52 | 39.59 | 39.61 | 39.54 | 40.04 | 39.90 | 39.69 | 40.31 | 39.93 | 45.47 | 40.23 | 81.15 | 39.32 | 39.27 | 38.94 | 39.15 | 46.18 | 40.34 | 45.78 | 38.32 | 39.15 | 38.80 | 38.81 | 39.28 | 38.84 |
| 227 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 39.26 | 39.98 | 39.52 | 39.17 | 39.63 | 39.90 | 40.00 | 38.81 | 39.36 | 39.87 | 40.01 | 83.00 | 40.21 | 40.03 | 39.65 | 39.95 | 40.20 | 39.73 | 47.28 | 39.92 | 38.56 | 38.77 | 39.59 | 38.49 | 39.52 | 38.75 |
| 256 | 372 | 16 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 39.95 | 39.67 | 39.91 | 39.66 | 40.07 | 40.12 | 39.74 | 40.09 | 40.20 | 39.72 | 39.82 | 39.84 | 46.45 | 38.80 | 39.41 | 39.96 | 79.99 | 40.14 | 40.03 | 39.87 | 38.96 | 38.87 | 39.81 | 38.60 | 39.10 | 39.35 |
| 257 | 372 | 16 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 39.82 | 39.20 | 39.35 | 39.23 | 39.64 | 39.94 | 39.93 | 39.74 | 39.90 | 39.60 | 40.14 | 40.01 | 39.98 | 40.41 | 39.87 | 46.69 | 40.03 | 39.88 | 46.22 | 40.33 | 39.23 | 38.88 | 38.81 | 40.02 | 39.12 | 39.13 |
| 258 | 372 | 16 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 39.64 | 40.25 | 39.82 | 40.30 | 40.01 | 40.03 | 40.05 | 39.35 | 39.85 | 39.77 | 40.08 | 39.81 | 40.09 | 39.83 | 39.13 | 39.22 | 39.50 | 39.90 | 39.84 | 39.92 | 38.65 | 38.64 | 39.33 | 38.93 | 38.81 | 39.07 |
| 259 | 372 | 16 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 39.65 | 39.62 | 39.62 | 39.89 | 40.11 | 39.69 | 40.33 | 39.72 | 39.58 | 45.80 | 40.13 | 40.18 | 39.85 | 39.18 | 39.26 | 39.44 | 40.17 | 40.03 | 39.88 | 40.01 | 38.41 | 39.23 | 39.31 | 39.47 | 39.23 | 39.22 |
| 288 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 80.22 | 77.95 | 79.56 | 80.28 | 81.72 | 79.90 | 81.74 | 80.14 | 83.04 | 82.00 | 81.92 | 83.06 | 81.14 | 75.81 | 78.26 | 84.47 | 79.24 | 78.70 | 84.76 | 83.57 | 80.59 | 77.74 | 79.32 | 57.28 | 78.92 | 78.29 |
| 289 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 80.18 | 79.32 | 80.73 | 80.16 | 81.00 | 81.96 | 82.68 | 84.45 | 83.02 | 83.22 | 81.81 | 83.30 | 83.20 | 82.24 | 79.07 | 83.03 | 83.97 | 84.19 | 83.94 | 83.46 | 81.90 | 81.19 | 52.64 | 79.32 | 79.56 | 81.04 |
| 290 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 78.98 | 80.97 | 77.54 | 81.89 | 80.68 | 80.57 | 81.89 | 80.61 | 83.63 | 82.61 | 83.13 | 84.17 | 84.77 | 83.43 | 80.74 | 79.96 | 80.07 | 80.66 | 83.57 | 82.68 | 82.14 | 80.04 | 80.86 | 80.27 | 80.93 | 58.77 |
| 291 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 81.56 | 81.43 | 81.86 | 73.62 | 81.89 | 82.24 | 73.35 | 81.38 | 80.14 | 84.11 | 85.31 | 72.76 | 83.03 | 83.20 | 82.34 | 84.24 | 81.12 | 83.33 | 83.83 | 83.28 | 81.01 | 66.78 | 83.61 | 80.39 | 78.04 | 54.42 |
| 320 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 78.43 | 83.37 | 78.89 | 81.52 | 75.17 | 74.21 | 72.54 | 83.53 | 80.40 | 82.68 | 83.66 | 83.52 | 82.34 | 81.94 | 81.65 | 81.25 | 80.60 | 82.72 | 83.98 | 82.35 | 71.84 | 77.02 | 78.98 | 75.28 | 80.86 | 52.77 |
| 321 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 70.89 | 81.97 | 82.91 | 79.63 | 78.51 | 83.77 | 83.24 | 81.72 | 83.29 | 84.05 | 83.53 | 81.40 | 84.11 | 72.06 | 82.12 | 83.56 | 83.51 | 85.03 | 85.07 | 83.15 | 82.66 | 80.17 | 80.10 | 53.11 | 82.76 | 79.75 |
| 322 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 82.32 | 82.70 | 80.31 | 78.87 | 72.51 | 84.22 | 73.84 | 82.74 | 82.95 | 82.95 | 84.89 | 84.51 | 81.88 | 81.10 | 82.49 | 85.28 | 82.30 | 80.79 | 83.61 | 73.77 | 82.69 | 82.81 | 82.22 | 81.47 | 53.10 | 80.41 |
| 323 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 81.11 | 78.78 | 81.69 | 82.10 | 82.98 | 82.82 | 82.97 | 84.73 | 84.22 | 81.84 | 74.21 | 74.37 | 81.79 | 81.44 | 84.44 | 82.56 | 82.99 | 83.77 | 84.22 | 86.27 | 81.45 | 82.55 | 55.06 | 81.95 | 82.14 | 81.67 |
| 352 | 372 | 16 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 79.94 | 80.49 | 80.25 | 51.10 | 78.44 | 83.30 | 82.58 | 82.19 | 83.96 | 76.95 | 81.99 | 73.39 | 80.39 | 82.78 | 82.61 | 83.51 | 78.75 | 79.78 | 84.41 | 83.78 | 82.10 | 54.45 | 53.38 | 82.00 | 83.21 | 82.30 |
| 353 | 372 | 16 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 82.70 | 79.72 | 81.97 | 79.08 | 77.43 | 72.98 | 84.37 | 84.95 | 85.62 | 84.79 | 84.95 | 73.44 | 82.17 | 81.74 | 83.14 | 84.63 | 81.88 | 83.85 | 84.42 | 83.53 | 82.63 | 82.17 | 81.40 | 83.24 | 82.07 | 83.06 |
| 354 | 372 | 16 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 80.79 | 79.85 | 79.52 | 80.20 | 82.82 | 82.47 | 82.42 | 81.71 | 84.01 | 82.23 | 73.07 | 81.85 | 83.91 | 84.51 | 83.09 | 82.42 | 82.46 | 84.72 | 85.15 | 75.70 | 81.03 | 80.34 | 80.89 | 79.49 | 82.15 | 79.89 |
| 355 | 372 | 16 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 83.22 | 82.74 | 82.46 | 82.40 | 82.52 | 83.67 | 83.41 | 82.74 | 83.41 | 82.90 | 85.01 | 85.79 | 83.73 | 82.68 | 84.47 | 83.50 | 82.74 | 83.30 | 86.51 | 84.34 | 82.12 | 84.28 | 61.76 | 82.68 | 56.93 | 81.79 |
| 384 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 39.59 | 39.55 | 39.13 | 39.42 | 39.53 | 40.00 | 39.28 | 39.45 | 39.50 | 46.43 | 40.21 | 39.88 | 39.99 | 39.06 | 39.44 | 39.19 | 38.78 | 39.94 | 40.07 | 39.61 | 38.82 | 37.85 | 38.75 | 37.91 | 38.23 | 38.91 |
| 385 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 39.22 | 39.54 | 39.52 | 40.02 | 39.54 | 39.69 | 39.96 | 39.85 | 39.80 | 47.15 | 40.08 | 39.67 | 40.22 | 39.32 | 39.33 | 39.28 | 39.64 | 40.07 | 39.84 | 40.09 | 38.91 | 38.51 | 45.75 | 39.43 | 39.27 | 39.19 |
| 386 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 38.98 | 39.77 | 39.29 | 39.09 | 39.24 | 39.93 | 39.83 | 39.44 | 39.89 | 40.02 | 40.24 | 46.87 | 40.03 | 44.03 | 39.57 | 39.96 | 39.18 | 39.91 | 40.08 | 39.85 | 38.79 | 38.94 | 38.41 | 39.36 | 39.14 | 39.08 |
| 387 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 39.17 | 40.24 | 39.42 | 39.82 | 39.33 | 39.66 | 39.63 | 39.89 | 39.66 | 39.83 | 39.71 | 39.87 | 39.38 | 39.91 | 39.38 | 39.90 | 39.23 | 82.10 | 46.66 | 40.23 | 39.05 | 38.79 | 39.00 | 39.07 | 38.65 | 39.21 |
| 416 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 39.65 | 45.56 | 39.56 | 39.71 | 39.67 | 39.99 | 40.23 | 39.64 | 40.22 | 45.38 | 40.12 | 39.49 | 39.56 | 39.12 | 39.40 | 39.83 | 38.80 | 39.89 | 39.78 | 39.73 | 45.89 | 38.70 | 39.53 | 39.42 | 38.73 | 39.23 |
| 417 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 39.80 | 39.78 | 39.90 | 39.40 | 39.54 | 39.58 | 39.59 | 39.67 | 39.70 | 39.52 | 40.03 | 39.42 | 39.82 | 40.10 | 39.66 | 39.94 | 39.31 | 39.77 | 39.78 | 40.03 | 38.54 | 38.84 | 39.20 | 39.17 | 38.40 | 39.13 |
| 418 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 40.07 | 40.10 | 39.66 | 39.58 | 39.70 | 40.04 | 39.58 | 39.90 | 39.47 | 39.50 | 39.85 | 39.85 | 40.07 | 39.53 | 39.69 | 39.65 | 39.30 | 40.16 | 47.60 | 39.68 | 38.53 | 38.75 | 38.47 | 39.21 | 38.52 | 38.67 |
| 419 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 40.02 | 40.18 | 39.73 | 39.80 | 39.46 | 39.67 | 39.56 | 39.68 | 39.63 | 39.18 | 39.91 | 39.36 | 46.89 | 40.00 | 39.71 | 39.36 | 39.84 | 39.66 | 40.22 | 77.17 | 38.54 | 37.69 | 37.82 | 39.21 | 39.48 | 38.60 |
| 448 | 372 | 16 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 39.64 | 39.57 | 39.77 | 39.56 | 39.85 | 40.24 | 40.19 | 40.02 | 39.55 | 39.15 | 40.08 | 39.46 | 39.66 | 40.05 | 39.75 | 39.92 | 40.31 | 39.59 | 39.88 | 39.90 | 38.30 | 39.18 | 39.04 | 39.30 | 39.25 | 39.51 |
| 449 | 372 | 16 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 40.01 | 39.56 | 39.70 | 39.50 | 39.52 | 40.14 | 40.35 | 39.31 | 40.07 | 39.38 | 39.86 | 39.69 | 39.74 | 39.66 | 39.67 | 82.89 | 40.07 | 39.51 | 40.03 | 39.87 | 38.45 | 39.20 | 38.69 | 39.01 | 39.06 | 39.08 |
| 450 | 372 | 16 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 39.67 | 39.61 | 39.47 | 39.70 | 39.88 | 39.95 | 40.35 | 39.70 | 40.09 | 39.65 | 39.90 | 39.98 | 39.34 | 39.67 | 39.74 | 81.53 | 38.98 | 40.18 | 39.95 | 39.92 | 38.78 | 38.61 | 39.08 | 39.31 | 39.12 | 39.20 |
| 451 | 372 | 16 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 40.44 | 39.77 | 40.19 | 38.99 | 39.64 | 40.01 | 40.19 | 39.66 | 40.49 | 40.04 | 39.89 | 40.09 | 40.15 | 39.40 | 39.67 | 40.11 | 45.20 | 39.89 | 39.93 | 39.64 | 38.39 | 39.36 | 39.18 | 39.42 | 38.87 | 38.90 |
| 480 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 39.62 | 40.49 | 39.23 | 39.22 | 39.20 | 39.50 | 39.83 | 39.86 | 39.64 | 39.90 | 39.93 | 39.60 | 39.44 | 39.48 | 39.76 | 40.04 | 39.81 | 39.69 | 46.80 | 39.76 | 39.05 | 38.65 | 37.95 | 38.29 | 39.20 | 38.98 |
| 481 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 39.61 | 39.68 | 39.75 | 39.45 | 39.93 | 40.08 | 39.80 | 40.14 | 39.93 | 39.50 | 39.98 | 46.49 | 39.91 | 39.81 | 39.09 | 39.46 | 39.03 | 39.65 | 40.12 | 39.93 | 38.78 | 38.49 | 37.89 | 38.83 | 38.60 | 37.66 |
| 482 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 39.48 | 39.76 | 39.86 | 38.92 | 39.47 | 39.72 | 40.15 | 40.15 | 76.50 | 40.03 | 40.11 | 39.76 | 39.79 | 39.53 | 39.16 | 39.27 | 39.90 | 39.92 | 46.47 | 46.71 | 39.08 | 38.76 | 39.52 | 39.27 | 38.13 | 39.20 |
| 483 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 40.10 | 40.14 | 39.69 | 46.24 | 39.31 | 40.16 | 39.80 | 39.31 | 39.65 | 39.46 | 40.03 | 39.85 | 39.84 | 45.70 | 46.62 | 39.84 | 39.47 | 39.78 | 40.02 | 39.66 | 38.70 | 38.47 | 38.19 | 39.19 | 38.75 | 38.95 |
| 512 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 45.34 | 39.83 | 39.68 | 39.37 | 39.60 | 39.78 | 40.39 | 39.44 | 46.69 | 39.77 | 40.07 | 39.49 | 85.08 | 45.69 | 39.25 | 39.92 | 39.20 | 39.43 | 46.61 | 46.22 | 38.31 | 38.81 | 38.97 | 39.24 | 38.54 | 38.01 |
| 513 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 39.70 | 40.07 | 40.00 | 39.73 | 39.82 | 40.10 | 39.91 | 39.67 | 39.91 | 39.65 | 40.08 | 39.59 | 39.69 | 46.58 | 39.61 | 40.05 | 39.64 | 39.48 | 39.84 | 39.87 | 38.92 | 38.81 | 39.61 | 39.11 | 38.71 | 39.36 |
| 514 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 39.97 | 40.05 | 39.64 | 39.53 | 39.61 | 40.05 | 39.96 | 40.35 | 39.51 | 39.79 | 39.93 | 39.74 | 39.92 | 39.30 | 39.96 | 39.06 | 39.49 | 39.39 | 39.85 | 39.48 | 38.45 | 38.75 | 39.44 | 39.07 | 39.47 | 38.59 |
| 515 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 40.17 | 39.11 | 39.53 | 39.86 | 40.10 | 40.14 | 40.22 | 39.92 | 81.53 | 40.19 | 39.93 | 39.98 | 40.08 | 39.95 | 39.82 | 39.81 | 39.58 | 40.15 | 39.82 | 39.74 | 39.33 | 38.97 | 39.16 | 45.12 | 38.78 | 38.88 |
| 544 | 372 | 16 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 39.58 | 39.72 | 39.34 | 39.97 | 40.16 | 40.01 | 40.20 | 40.41 | 40.20 | 39.04 | 39.95 | 39.72 | 39.52 | 39.68 | 39.84 | 40.01 | 46.35 | 39.93 | 39.42 | 39.49 | 39.18 | 38.56 | 38.43 | 39.17 | 39.14 | 39.09 |
| 545 | 372 | 16 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 40.15 | 39.78 | 39.52 | 39.60 | 39.97 | 40.41 | 39.81 | 39.67 | 40.20 | 39.93 | 39.58 | 40.05 | 40.41 | 39.77 | 40.06 | 40.14 | 40.09 | 39.70 | 40.06 | 40.02 | 38.73 | 38.40 | 39.18 | 39.36 | 38.39 | 38.74 |
| 546 | 372 | 16 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 46.60 | 39.67 | 39.60 | 39.26 | 39.75 | 40.05 | 39.79 | 40.08 | 40.51 | 39.22 | 46.84 | 39.60 | 47.21 | 39.34 | 39.16 | 76.60 | 39.71 | 39.64 | 40.27 | 39.74 | 38.98 | 38.96 | 38.41 | 38.72 | 38.88 | 39.26 |
| 547 | 372 | 16 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 39.72 | 39.64 | 39.44 | 39.65 | 39.94 | 40.06 | 40.12 | 39.65 | 40.14 | 39.80 | 39.82 | 39.59 | 39.93 | 39.88 | 38.79 | 40.00 | 39.96 | 45.19 | 39.55 | 39.71 | 38.67 | 39.30 | 39.41 | 38.87 | 38.86 | 38.75 |
| 576 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.33 | 85.99 | 85.28 | 87.51 | 85.77 | 73.93 | 86.15 | 86.05 | 86.45 | 86.32 | 87.01 | 86.67 | 88.00 | 84.91 | 86.89 | 86.97 | 72.95 | 74.32 | 87.02 | 86.65 | 85.06 | 83.80 | 84.56 | 86.21 | 85.35 | 86.18 |
| 577 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 84.43 | 73.98 | 85.00 | 84.59 | 86.09 | 87.43 | 85.87 | 85.02 | 88.30 | 85.56 | 87.42 | 86.85 | 86.39 | 85.73 | 85.94 | 86.66 | 86.14 | 85.35 | 88.42 | 86.64 | 86.12 | 84.31 | 84.19 | 82.91 | 85.88 | 86.21 |
| 578 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 84.73 | 85.21 | 85.65 | 74.48 | 84.91 | 86.81 | 85.92 | 84.96 | 73.69 | 87.48 | 87.60 | 75.15 | 87.48 | 85.96 | 84.06 | 85.84 | 86.42 | 86.02 | 86.88 | 86.61 | 84.62 | 84.64 | 86.97 | 82.98 | 86.45 | 83.82 |
| 579 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 73.78 | 87.35 | 86.76 | 85.24 | 85.30 | 86.16 | 87.35 | 86.60 | 84.76 | 86.33 | 73.05 | 87.77 | 86.19 | 85.54 | 85.32 | 87.42 | 84.93 | 86.41 | 75.27 | 87.09 | 85.45 | 85.90 | 85.30 | 82.92 | 85.37 | 85.98 |
| 608 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 82.38 | 84.89 | 84.35 | 84.69 | 84.37 | 86.62 | 85.31 | 86.14 | 87.65 | 86.01 | 87.39 | 85.84 | 86.93 | 85.04 | 85.81 | 84.78 | 85.69 | 87.79 | 86.97 | 74.44 | 84.21 | 81.45 | 84.32 | 82.92 | 87.28 | 84.94 |
| 609 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 84.89 | 73.14 | 73.07 | 86.31 | 85.99 | 87.64 | 83.88 | 72.19 | 87.10 | 73.69 | 86.03 | 74.31 | 73.38 | 85.35 | 73.96 | 87.95 | 86.54 | 86.22 | 87.03 | 75.08 | 84.93 | 83.88 | 87.84 | 82.18 | 85.23 | 84.96 |
| 610 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.33 | 73.80 | 86.23 | 85.18 | 73.34 | 86.65 | 74.26 | 86.37 | 85.13 | 86.51 | 86.23 | 74.62 | 85.67 | 73.69 | 85.21 | 87.20 | 84.83 | 75.10 | 86.19 | 85.25 | 84.49 | 82.81 | 84.45 | 54.36 | 85.02 | 83.90 |
| 611 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 85.06 | 86.65 | 84.72 | 84.11 | 84.24 | 84.87 | 86.53 | 84.56 | 86.05 | 86.53 | 86.20 | 85.04 | 85.48 | 72.86 | 85.67 | 87.11 | 84.77 | 86.24 | 85.54 | 87.02 | 83.07 | 84.96 | 85.00 | 84.53 | 83.18 | 84.58 |
| 640 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.55 | 85.95 | 85.99 | 84.77 | 85.48 | 83.80 | 86.77 | 86.27 | 72.57 | 74.37 | 75.05 | 86.94 | 75.34 | 84.90 | 86.52 | 74.91 | 87.39 | 73.09 | 88.40 | 73.95 | 83.41 | 83.31 | 54.07 | 83.30 | 83.98 | 85.61 |
| 641 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 84.73 | 86.33 | 84.41 | 84.37 | 86.51 | 84.41 | 86.98 | 86.35 | 85.52 | 85.69 | 85.00 | 75.87 | 86.28 | 86.33 | 86.76 | 86.78 | 73.81 | 86.11 | 85.57 | 86.10 | 83.29 | 52.50 | 83.75 | 83.00 | 53.25 | 84.05 |
| 642 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.22 | 83.68 | 85.18 | 84.24 | 85.61 | 73.75 | 83.29 | 87.39 | 85.15 | 86.52 | 74.87 | 75.40 | 73.89 | 86.20 | 86.72 | 86.03 | 73.57 | 74.87 | 74.36 | 73.77 | 82.53 | 82.46 | 53.08 | 83.12 | 82.60 | 83.79 |
| 643 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 85.03 | 83.82 | 73.32 | 85.66 | 84.05 | 87.50 | 86.04 | 85.95 | 73.84 | 74.37 | 72.36 | 74.29 | 85.76 | 72.36 | 54.16 | 85.08 | 86.39 | 86.50 | 74.39 | 86.10 | 84.07 | 82.91 | 83.73 | 83.61 | 84.05 | 84.94 |
| 672 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 39.33 | 39.50 | 38.86 | 38.59 | 38.73 | 38.76 | 39.72 | 39.23 | 38.61 | 39.35 | 37.13 | 39.91 | 45.22 | 46.61 | 38.97 | 47.02 | 38.98 | 39.50 | 39.43 | 37.95 | 44.75 | 37.50 | 39.27 | 40.88 | 39.33 | 38.70 |
| 673 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 39.46 | 39.27 | 39.81 | 43.63 | 39.62 | 40.00 | 39.56 | 39.02 | 39.12 | 39.50 | 45.50 | 46.08 | 39.22 | 39.00 | 39.59 | 39.63 | 38.25 | 45.05 | 37.46 | 39.46 | 39.00 | 38.94 | 39.28 | 39.26 | 38.93 | 39.25 |
| 674 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 45.77 | 39.49 | 39.12 | 39.32 | 39.66 | 40.03 | 39.79 | 43.79 | 46.46 | 46.11 | 45.94 | 39.96 | 38.68 | 39.54 | 38.77 | 44.86 | 39.81 | 39.43 | 40.32 | 46.88 | 38.28 | 38.80 | 39.26 | 39.23 | 39.71 | 38.94 |
| 675 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 39.66 | 42.02 | 38.91 | 46.44 | 39.76 | 39.40 | 39.42 | 39.70 | 45.24 | 38.99 | 38.75 | 39.80 | 46.30 | 39.03 | 39.71 | 47.42 | 39.01 | 38.69 | 39.64 | 39.79 | 37.93 | 38.11 | 38.78 | 39.37 | 43.70 | 39.18 |
| 704 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 44.98 | 39.66 | 39.54 | 38.87 | 39.48 | 40.13 | 40.03 | 45.52 | 39.73 | 39.12 | 46.40 | 45.46 | 44.88 | 38.99 | 40.00 | 47.01 | 43.88 | 38.82 | 45.57 | 39.97 | 38.65 | 38.07 | 43.05 | 39.03 | 43.38 | 39.11 |
| 705 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 39.97 | 48.08 | 45.59 | 39.94 | 39.62 | 39.70 | 46.50 | 48.01 | 39.34 | 38.86 | 40.02 | 39.51 | 39.68 | 39.46 | 39.39 | 45.95 | 38.44 | 48.22 | 47.35 | 39.98 | 43.55 | 39.03 | 39.58 | 39.28 | 38.89 | 38.88 |
| 706 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 39.73 | 39.82 | 45.85 | 39.54 | 39.71 | 39.56 | 40.04 | 39.09 | 40.48 | 47.24 | 44.41 | 39.76 | 44.46 | 45.28 | 39.31 | 39.19 | 39.09 | 39.12 | 39.72 | 39.50 | 38.61 | 38.27 | 42.72 | 39.41 | 39.18 | 38.63 |
| 707 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 40.13 | 39.72 | 39.59 | 39.40 | 39.49 | 39.76 | 39.91 | 39.47 | 46.97 | 47.04 | 39.28 | 38.77 | 47.53 | 38.63 | 39.42 | 38.90 | 38.74 | 38.95 | 39.64 | 45.31 | 38.83 | 43.31 | 38.58 | 38.87 | 38.83 | 39.16 |
| 736 | 372 | 16 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 39.37 | 39.89 | 39.17 | 39.54 | 39.12 | 45.85 | 47.54 | 39.83 | 38.84 | 38.74 | 44.07 | 40.01 | 42.59 | 38.83 | 41.12 | 46.85 | 39.41 | 42.21 | 46.04 | 39.81 | 38.87 | 38.73 | 38.21 | 38.92 | 38.93 | 39.38 |
| 737 | 372 | 16 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 44.64 | 39.80 | 45.26 | 44.52 | 39.00 | 42.71 | 45.78 | 39.14 | 38.78 | 38.71 | 43.67 | 39.20 | 39.03 | 43.24 | 39.48 | 46.21 | 38.80 | 43.55 | 39.68 | 45.70 | 38.35 | 42.43 | 38.88 | 39.06 | 38.94 | 45.95 |
| 738 | 372 | 16 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 39.73 | 46.09 | 39.48 | 39.92 | 39.33 | 40.14 | 44.97 | 45.09 | 39.68 | 45.18 | 39.45 | 39.68 | 45.38 | 46.86 | 39.54 | 39.56 | 39.23 | 45.08 | 45.51 | 39.78 | 39.48 | 39.18 | 44.23 | 39.49 | 38.39 | 39.18 |
| 739 | 372 | 16 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 40.27 | 39.72 | 39.57 | 39.71 | 39.34 | 44.99 | 39.98 | 39.06 | 39.36 | 38.97 | 39.64 | 39.62 | 39.93 | 46.46 | 39.30 | 39.81 | 38.77 | 38.96 | 39.84 | 39.39 | 38.54 | 39.08 | 39.10 | 39.19 | 39.07 | 79.69 |
| 768 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 36.93 | 39.78 | 39.88 | 39.72 | 39.51 | 40.01 | 45.78 | 39.29 | 46.39 | 37.95 | 40.10 | 40.18 | 39.30 | 39.50 | 39.56 | 38.07 | 39.53 | 48.13 | 39.01 | 39.70 | 42.05 | 38.20 | 38.50 | 38.23 | 38.62 | 38.82 |
| 769 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 39.29 | 40.03 | 47.86 | 39.24 | 38.88 | 40.12 | 39.86 | 39.45 | 38.95 | 38.94 | 39.95 | 39.94 | 39.20 | 39.23 | 39.62 | 39.34 | 38.92 | 39.74 | 39.02 | 39.54 | 39.91 | 39.06 | 38.86 | 39.29 | 38.88 | 45.03 |
| 770 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 40.20 | 39.95 | 38.74 | 39.11 | 39.20 | 40.00 | 47.16 | 39.51 | 46.69 | 47.11 | 39.98 | 39.45 | 38.79 | 39.08 | 39.39 | 39.18 | 43.88 | 38.82 | 40.19 | 39.98 | 39.13 | 38.53 | 39.27 | 39.04 | 38.31 | 39.28 |
| 771 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 39.17 | 39.26 | 39.32 | 39.56 | 44.08 | 45.88 | 48.14 | 39.16 | 46.70 | 39.06 | 39.16 | 40.10 | 44.14 | 38.94 | 38.97 | 45.50 | 45.68 | 39.33 | 39.99 | 39.39 | 38.89 | 39.16 | 39.33 | 38.58 | 39.17 | 39.46 |
| 800 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 46.62 | 39.93 | 46.47 | 39.19 | 39.21 | 39.10 | 39.61 | 38.99 | 39.23 | 45.86 | 39.71 | 39.47 | 39.47 | 38.89 | 39.27 | 45.82 | 39.52 | 39.20 | 45.51 | 44.05 | 38.60 | 80.49 | 38.89 | 38.95 | 38.61 | 39.03 |
| 801 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 39.29 | 42.62 | 39.48 | 39.41 | 38.91 | 39.58 | 47.51 | 46.12 | 45.21 | 38.58 | 46.14 | 39.81 | 39.22 | 43.28 | 39.98 | 39.46 | 42.28 | 39.19 | 39.55 | 44.91 | 38.80 | 37.62 | 38.72 | 39.33 | 39.41 | 39.60 |
| 802 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 40.38 | 39.60 | 39.63 | 44.39 | 39.22 | 39.92 | 39.31 | 39.08 | 47.36 | 42.60 | 39.97 | 39.60 | 45.07 | 42.00 | 39.36 | 39.52 | 39.28 | 46.16 | 39.36 | 40.03 | 38.86 | 38.98 | 39.97 | 39.04 | 38.67 | 38.64 |
| 803 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 40.26 | 39.63 | 39.44 | 39.25 | 39.51 | 40.21 | 45.49 | 45.42 | 43.72 | 45.74 | 39.56 | 39.30 | 45.00 | 39.19 | 39.53 | 38.42 | 45.95 | 46.83 | 46.93 | 39.29 | 38.86 | 39.08 | 39.73 | 38.98 | 36.69 | 39.46 |
| 832 | 372 | 16 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 45.45 | 39.90 | 45.77 | 39.63 | 39.56 | 45.28 | 38.85 | 39.31 | 38.77 | 38.82 | 43.93 | 39.75 | 39.26 | 43.93 | 39.31 | 43.42 | 42.51 | 44.78 | 39.80 | 45.39 | 42.16 | 43.68 | 38.74 | 38.65 | 38.44 | 37.76 |
| 833 | 372 | 16 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 45.26 | 40.09 | 39.70 | 39.13 | 39.82 | 39.80 | 47.78 | 38.86 | 39.25 | 38.80 | 39.83 | 39.53 | 40.20 | 39.00 | 39.31 | 46.47 | 39.39 | 38.57 | 39.75 | 46.58 | 39.05 | 43.93 | 39.04 | 39.09 | 38.88 | 39.01 |
| 834 | 372 | 16 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 46.10 | 39.40 | 39.45 | 39.25 | 44.84 | 39.80 | 39.72 | 39.10 | 39.54 | 39.48 | 40.16 | 39.83 | 39.37 | 39.17 | 39.53 | 39.14 | 41.49 | 41.94 | 39.97 | 39.53 | 39.36 | 38.85 | 38.09 | 39.42 | 39.79 | 38.89 |
| 835 | 372 | 16 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 44.04 | 39.41 | 46.48 | 39.60 | 39.27 | 39.59 | 42.58 | 39.15 | 39.50 | 45.41 | 39.47 | 45.17 | 39.56 | 44.08 | 39.53 | 45.21 | 44.73 | 44.19 | 39.56 | 45.56 | 39.30 | 42.93 | 42.62 | 39.21 | 39.04 | 39.31 |
| 864 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.07 | 85.58 | 85.36 | 86.39 | 86.35 | 88.02 | 85.51 | 84.95 | 86.36 | 84.43 | 86.97 | 86.37 | 87.31 | 85.68 | 84.46 | 85.23 | 84.34 | 75.20 | 85.60 | 86.17 | 85.80 | 85.05 | 86.12 | 84.42 | 85.61 | 84.99 |
| 865 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 84.99 | 85.82 | 87.08 | 85.51 | 86.45 | 86.70 | 85.29 | 86.46 | 87.16 | 85.87 | 85.57 | 87.27 | 86.07 | 87.20 | 86.06 | 86.93 | 86.99 | 78.05 | 87.35 | 88.19 | 71.03 | 84.85 | 83.91 | 83.72 | 84.67 | 84.71 |
| 866 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 85.79 | 85.63 | 84.41 | 84.89 | 85.04 | 86.77 | 76.46 | 85.76 | 87.23 | 87.17 | 74.68 | 74.87 | 85.66 | 85.82 | 85.51 | 86.34 | 85.32 | 88.55 | 86.32 | 84.34 | 85.03 | 83.38 | 85.22 | 83.51 | 84.00 | 83.48 |
| 867 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 83.83 | 87.02 | 85.14 | 84.20 | 86.19 | 86.08 | 85.69 | 85.69 | 85.74 | 86.56 | 85.45 | 87.58 | 76.11 | 85.97 | 84.61 | 85.78 | 86.01 | 87.55 | 88.32 | 87.14 | 84.40 | 84.26 | 85.77 | 83.73 | 72.05 | 85.03 |
| 896 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 72.82 | 85.17 | 86.19 | 85.06 | 86.69 | 85.89 | 86.02 | 86.54 | 85.38 | 86.17 | 88.60 | 84.83 | 86.26 | 85.94 | 86.24 | 86.24 | 87.08 | 87.16 | 85.70 | 84.83 | 82.86 | 82.91 | 86.98 | 83.63 | 85.41 | 84.15 |
| 897 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 84.63 | 83.99 | 84.31 | 85.23 | 74.26 | 85.39 | 85.23 | 86.16 | 85.05 | 86.97 | 86.36 | 74.75 | 86.02 | 73.64 | 84.94 | 87.65 | 86.98 | 86.68 | 84.52 | 85.08 | 83.37 | 83.13 | 84.32 | 84.43 | 83.64 | 84.54 |
| 898 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 83.84 | 85.94 | 86.31 | 85.73 | 83.02 | 75.21 | 73.50 | 85.69 | 87.18 | 86.67 | 74.67 | 73.95 | 75.39 | 84.83 | 72.99 | 85.27 | 73.64 | 85.28 | 74.30 | 88.55 | 71.20 | 82.98 | 86.26 | 83.77 | 85.55 | 84.38 |
| 899 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.68 | 84.67 | 85.80 | 86.68 | 84.25 | 88.50 | 86.09 | 85.44 | 75.09 | 87.36 | 86.37 | 87.01 | 86.64 | 87.08 | 85.78 | 88.51 | 86.92 | 86.39 | 86.09 | 88.57 | 86.20 | 85.98 | 84.62 | 85.28 | 85.02 | 85.66 |
| 928 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 72.88 | 86.78 | 86.40 | 82.64 | 84.81 | 85.67 | 86.66 | 85.03 | 87.02 | 87.08 | 86.19 | 86.05 | 73.78 | 84.81 | 84.14 | 75.26 | 85.27 | 86.63 | 86.11 | 75.83 | 84.01 | 84.34 | 82.91 | 53.04 | 53.80 | 53.31 |
| 929 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.57 | 84.85 | 84.30 | 85.53 | 86.03 | 85.16 | 85.42 | 86.86 | 86.86 | 86.57 | 72.94 | 86.79 | 87.03 | 84.85 | 85.18 | 86.60 | 85.55 | 86.50 | 87.56 | 86.78 | 85.43 | 52.91 | 84.97 | 52.49 | 57.50 | 83.34 |
| 930 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.66 | 85.36 | 84.70 | 86.64 | 84.98 | 86.64 | 86.50 | 85.18 | 72.61 | 73.32 | 86.90 | 86.65 | 75.33 | 84.87 | 86.28 | 88.17 | 83.66 | 86.31 | 85.88 | 87.89 | 53.45 | 82.17 | 84.45 | 83.77 | 83.89 | 84.56 |
| 931 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.83 | 85.20 | 83.73 | 83.10 | 86.63 | 86.64 | 84.55 | 86.72 | 87.42 | 73.15 | 86.44 | 86.63 | 87.90 | 85.18 | 84.02 | 86.67 | 84.74 | 84.66 | 73.57 | 86.23 | 83.90 | 84.12 | 83.98 | 53.18 | 84.72 | 84.43 |
| 960 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 39.42 | 39.70 | 42.29 | 39.04 | 39.67 | 39.85 | 39.80 | 39.24 | 39.91 | 44.09 | 42.90 | 39.40 | 38.95 | 39.23 | 39.37 | 39.35 | 41.20 | 44.05 | 45.88 | 40.01 | 38.39 | 39.19 | 38.47 | 39.64 | 38.79 | 38.79 |
| 961 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 44.81 | 39.38 | 45.99 | 38.69 | 39.61 | 45.58 | 38.04 | 45.36 | 39.39 | 39.68 | 39.71 | 39.55 | 42.72 | 39.09 | 38.00 | 39.26 | 38.71 | 46.66 | 39.81 | 39.63 | 38.93 | 38.13 | 39.33 | 39.48 | 38.88 | 38.74 |
| 962 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 40.00 | 45.89 | 45.36 | 39.26 | 39.45 | 39.30 | 39.82 | 39.14 | 44.12 | 46.07 | 39.46 | 39.68 | 39.30 | 38.64 | 38.75 | 44.87 | 38.56 | 47.17 | 39.33 | 39.61 | 38.58 | 38.34 | 43.43 | 38.77 | 38.24 | 38.52 |
| 963 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 39.65 | 38.89 | 39.20 | 39.09 | 39.26 | 39.66 | 36.94 | 38.87 | 38.57 | 39.47 | 38.67 | 39.85 | 38.73 | 39.63 | 39.17 | 39.16 | 39.33 | 47.43 | 47.52 | 40.06 | 38.35 | 38.25 | 38.84 | 39.12 | 38.60 | 38.89 |
| 992 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 39.40 | 39.96 | 39.57 | 40.04 | 39.69 | 44.61 | 40.19 | 39.24 | 46.90 | 45.54 | 44.20 | 44.69 | 46.73 | 38.68 | 39.95 | 39.47 | 43.94 | 44.66 | 39.94 | 39.50 | 39.01 | 38.31 | 38.61 | 38.83 | 38.49 | 44.45 |
| 993 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 39.64 | 38.69 | 46.75 | 39.50 | 39.65 | 39.71 | 46.71 | 39.18 | 45.97 | 39.43 | 38.90 | 45.28 | 44.94 | 46.50 | 39.85 | 39.41 | 39.31 | 39.59 | 46.98 | 40.16 | 37.98 | 38.98 | 42.16 | 39.49 | 39.18 | 39.22 |
| 994 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 39.55 | 38.80 | 39.39 | 38.50 | 39.96 | 39.88 | 39.65 | 39.60 | 39.16 | 39.40 | 39.97 | 39.75 | 39.47 | 44.56 | 39.13 | 39.67 | 39.38 | 38.86 | 44.96 | 39.12 | 36.76 | 38.40 | 39.58 | 39.02 | 40.03 | 45.49 |
| 995 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 40.37 | 45.03 | 39.41 | 45.29 | 39.00 | 39.93 | 39.75 | 39.11 | 38.82 | 38.93 | 39.46 | 39.62 | 44.22 | 45.20 | 39.53 | 46.43 | 38.85 | 43.39 | 46.81 | 40.01 | 38.78 | 38.83 | 39.40 | 39.31 | 40.04 | 39.16 |
| 1024 | 372 | 16 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 39.81 | 39.44 | 39.79 | 39.94 | 39.13 | 39.95 | 46.84 | 39.51 | 39.14 | 43.27 | 39.82 | 39.40 | 39.29 | 38.94 | 39.30 | 47.88 | 42.56 | 39.33 | 46.50 | 39.52 | 38.58 | 39.48 | 39.72 | 39.66 | 38.93 | 39.30 |
| 1025 | 372 | 16 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 39.00 | 39.91 | 39.60 | 39.58 | 39.17 | 39.71 | 47.41 | 39.10 | 46.85 | 39.30 | 46.66 | 39.84 | 39.56 | 39.73 | 39.48 | 46.38 | 39.75 | 46.01 | 39.48 | 39.42 | 39.24 | 39.45 | 38.80 | 39.79 | 38.63 | 39.49 |
| 1026 | 372 | 16 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 39.39 | 39.76 | 40.04 | 39.18 | 39.41 | 39.56 | 39.23 | 39.12 | 39.31 | 38.63 | 44.60 | 44.14 | 39.56 | 38.78 | 39.75 | 46.71 | 38.81 | 38.95 | 39.82 | 39.87 | 43.09 | 39.62 | 38.12 | 39.26 | 39.03 | 39.25 |
| 1027 | 372 | 16 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 40.24 | 39.76 | 45.66 | 39.66 | 39.45 | 39.97 | 46.59 | 39.12 | 44.72 | 39.55 | 39.43 | 40.65 | 39.71 | 42.12 | 39.83 | 38.64 | 43.49 | 38.96 | 39.22 | 46.57 | 43.38 | 41.53 | 38.66 | 39.23 | 39.31 | 39.32 |
| 1056 | 372 | 16 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 40.36 | 44.27 | 38.70 | 39.77 | 39.86 | 40.33 | 39.86 | 46.39 | 38.61 | 39.12 | 39.42 | 39.63 | 44.06 | 38.44 | 38.93 | 46.99 | 39.71 | 39.78 | 40.11 | 39.42 | 38.69 | 38.78 | 39.42 | 38.94 | 38.89 | 38.76 |
| 1057 | 372 | 16 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 39.96 | 46.47 | 44.88 | 39.47 | 39.72 | 39.94 | 40.24 | 38.77 | 39.71 | 39.70 | 39.50 | 47.27 | 47.94 | 39.14 | 38.92 | 39.23 | 41.91 | 45.68 | 40.05 | 40.09 | 38.94 | 43.49 | 42.96 | 38.96 | 38.95 | 39.00 |
| 1058 | 372 | 16 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 39.85 | 39.10 | 39.21 | 39.43 | 39.49 | 39.99 | 39.41 | 46.55 | 47.15 | 45.93 | 39.53 | 39.89 | 38.85 | 36.90 | 38.77 | 39.41 | 40.79 | 44.78 | 47.52 | 40.01 | 39.09 | 38.04 | 38.64 | 38.94 | 38.82 | 44.54 |
| 1059 | 372 | 16 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 44.32 | 44.92 | 39.40 | 39.45 | 39.60 | 39.84 | 39.65 | 39.75 | 39.38 | 39.30 | 39.80 | 39.47 | 46.55 | 39.31 | 38.26 | 43.13 | 39.08 | 39.48 | 39.37 | 39.77 | 42.91 | 38.64 | 48.97 | 38.79 | 38.74 | 38.60 |
| 1088 | 372 | 16 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 40.34 | 39.44 | 39.63 | 40.10 | 38.77 | 39.69 | 39.45 | 46.81 | 39.61 | 39.08 | 39.74 | 39.60 | 39.14 | 42.85 | 39.08 | 39.86 | 39.53 | 46.45 | 39.55 | 39.85 | 38.94 | 38.82 | 39.29 | 38.78 | 39.07 | 39.18 |
| 1089 | 372 | 16 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 40.35 | 39.35 | 39.71 | 46.65 | 39.59 | 39.96 | 39.78 | 38.96 | 38.98 | 45.09 | 40.05 | 39.67 | 39.20 | 43.82 | 47.29 | 46.10 | 39.42 | 43.91 | 39.97 | 39.70 | 38.73 | 39.11 | 39.57 | 43.07 | 46.19 | 38.31 |
| 1090 | 372 | 16 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 45.78 | 39.53 | 39.33 | 39.04 | 39.37 | 39.83 | 39.24 | 46.68 | 45.92 | 46.93 | 39.42 | 39.86 | 39.68 | 44.50 | 39.67 | 44.96 | 38.98 | 45.78 | 39.80 | 39.20 | 36.84 | 42.90 | 39.28 | 39.10 | 42.18 | 39.55 |
| 1091 | 372 | 16 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 39.57 | 45.85 | 39.09 | 39.29 | 44.77 | 39.55 | 39.81 | 39.20 | 44.06 | 42.73 | 39.59 | 38.83 | 39.43 | 45.79 | 39.78 | 40.04 | 39.12 | 44.51 | 40.02 | 46.33 | 44.63 | 36.61 | 39.25 | 39.20 | 43.36 | 38.79 |
| 1120 | 372 | 16 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 40.10 | 39.09 | 39.28 | 39.18 | 38.82 | 39.61 | 47.26 | 39.32 | 46.30 | 38.86 | 39.62 | 39.71 | 39.22 | 39.04 | 39.71 | 39.31 | 42.32 | 44.08 | 39.85 | 39.71 | 43.94 | 38.79 | 38.92 | 39.38 | 39.01 | 39.01 |
| 1121 | 372 | 16 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 39.33 | 39.60 | 39.28 | 39.46 | 44.88 | 44.21 | 40.16 | 39.47 | 45.60 | 39.04 | 39.81 | 39.62 | 39.72 | 39.10 | 38.89 | 44.89 | 39.38 | 38.74 | 39.36 | 39.56 | 39.20 | 38.64 | 38.88 | 39.49 | 37.88 | 39.38 |
| 1122 | 372 | 16 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 39.37 | 39.31 | 39.23 | 39.62 | 39.66 | 44.82 | 45.23 | 41.93 | 39.19 | 38.80 | 43.70 | 39.83 | 39.32 | 45.00 | 39.56 | 39.64 | 39.01 | 45.12 | 40.10 | 44.68 | 38.56 | 39.07 | 38.89 | 39.54 | 39.71 | 39.52 |
| 1123 | 372 | 16 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 45.94 | 39.93 | 39.41 | 39.44 | 39.38 | 39.65 | 46.71 | 39.00 | 46.16 | 39.59 | 39.94 | 39.57 | 45.60 | 38.96 | 39.46 | 45.67 | 39.13 | 44.52 | 39.76 | 42.69 | 42.66 | 44.57 | 43.08 | 39.27 | 39.43 | 38.87 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.84 | 19.58 | 84.47 | 84.49 | 82.25 | 69.42 | 85.30 | 87.93 | 86.08 | 87.19 | 83.44 | 86.09 | 86.00 | 87.37 | 86.72 | 87.76 | 87.53 | 87.14 | 86.99 | 68.60 | 86.44 | 72.38 | 86.18 | 59.37 | 85.40 | 58.81 |
| 1 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.69 | 84.65 | 86.50 | 85.91 | 86.58 | 84.16 | 85.58 | 88.68 | 88.67 | 81.86 | 87.13 | 69.30 | 84.25 | 81.77 | 82.28 | 87.17 | 81.68 | 87.35 | 89.36 | 70.48 | 87.18 | 84.74 | 85.86 | 84.31 | 86.99 | 60.63 |
| 2 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.17 | 81.47 | 87.39 | 85.51 | 86.06 | 69.12 | 85.20 | 87.82 | 86.69 | 83.82 | 84.71 | 81.43 | 85.10 | 85.88 | 85.35 | 87.11 | 87.07 | 90.11 | 86.67 | 87.82 | 79.31 | 87.09 | 86.57 | 86.18 | 84.91 | 85.49 |
| 3 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.83 | 68.99 | 87.04 | 84.02 | 67.72 | 86.83 | 88.00 | 87.09 | 88.11 | 87.82 | 86.38 | 87.34 | 87.75 | 89.04 | 86.38 | 87.44 | 85.35 | 87.49 | 88.60 | 87.51 | 61.38 | 86.30 | 88.17 | 85.31 | 61.12 | 60.97 |
| 32 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.34 | 85.79 | 83.01 | 85.32 | 83.37 | 87.23 | 86.98 | 79.92 | 88.13 | 82.26 | 68.71 | 85.92 | 19.58 | 86.84 | 87.28 | 85.48 | 83.12 | 83.87 | 88.87 | 89.12 | 87.56 | 87.51 | 82.70 | 85.71 | 87.15 | 82.01 |
| 33 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.37 | 83.23 | 87.95 | 86.17 | 89.16 | 90.00 | 88.67 | 88.75 | 89.50 | 88.76 | 87.67 | 87.85 | 88.83 | 87.45 | 85.62 | 89.68 | 68.73 | 88.60 | 87.31 | 85.82 | 87.44 | 88.01 | 85.11 | 87.49 | 88.58 | 87.56 |
| 34 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 84.41 | 85.91 | 88.49 | 86.88 | 86.39 | 84.88 | 86.11 | 85.96 | 87.85 | 88.74 | 89.01 | 88.55 | 85.25 | 86.12 | 86.42 | 85.19 | 87.89 | 86.44 | 89.71 | 83.05 | 86.33 | 87.60 | 87.54 | 59.51 | 87.08 | 59.52 |
| 35 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.10 | 87.43 | 87.51 | 81.35 | 67.62 | 87.55 | 88.23 | 87.60 | 88.72 | 89.16 | 88.85 | 86.51 | 86.58 | 83.69 | 87.93 | 88.36 | 84.89 | 87.79 | 89.62 | 81.74 | 87.99 | 86.07 | 83.49 | 86.52 | 85.84 | 87.42 |
| 64 | 372 | 16 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 68.86 | 67.87 | 82.60 | 59.30 | 88.87 | 68.60 | 84.99 | 84.40 | 87.89 | 88.35 | 87.62 | 87.75 | 87.85 | 87.71 | 86.39 | 69.41 | 69.29 | 87.19 | 86.18 | 70.16 | 84.43 | 87.43 | 86.20 | 67.77 | 59.97 | 85.83 |
| 65 | 372 | 16 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.19 | 85.87 | 88.93 | 83.53 | 83.10 | 84.00 | 87.10 | 87.97 | 89.21 | 88.58 | 87.46 | 87.93 | 89.22 | 88.11 | 86.64 | 87.96 | 86.02 | 89.13 | 88.96 | 89.31 | 86.03 | 60.30 | 88.51 | 87.04 | 85.02 | 86.60 |
| 66 | 372 | 16 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.55 | 19.58 | 86.54 | 86.34 | 83.17 | 87.14 | 88.73 | 85.84 | 88.05 | 87.97 | 87.08 | 69.84 | 88.67 | 84.97 | 84.45 | 87.65 | 87.37 | 88.17 | 88.48 | 87.32 | 60.21 | 87.26 | 85.94 | 85.83 | 86.81 | 85.78 |
| 67 | 372 | 16 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.54 | 86.11 | 87.65 | 83.76 | 69.84 | 85.80 | 70.54 | 87.22 | 87.56 | 87.57 | 89.77 | 70.22 | 88.74 | 86.82 | 85.28 | 90.81 | 86.67 | 87.70 | 85.87 | 88.73 | 86.78 | 88.31 | 88.26 | 77.80 | 87.23 | 88.02 |
| 96 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 39.17 | 39.44 | 39.54 | 39.47 | 39.52 | 39.86 | 39.81 | 39.51 | 39.56 | 39.92 | 39.74 | 40.18 | 39.89 | 39.36 | 39.23 | 40.19 | 39.57 | 39.15 | 39.21 | 40.15 | 39.29 | 39.17 | 39.78 | 39.17 | 38.64 | 39.36 |
| 97 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 39.83 | 39.76 | 39.03 | 39.60 | 39.62 | 19.58 | 40.05 | 39.82 | 84.59 | 39.13 | 39.93 | 39.99 | 39.80 | 19.58 | 39.92 | 40.04 | 39.41 | 39.71 | 39.89 | 40.37 | 39.40 | 38.90 | 38.97 | 39.62 | 39.31 | 39.54 |
| 98 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 39.35 | 39.73 | 39.10 | 39.17 | 39.27 | 39.62 | 39.03 | 39.79 | 39.94 | 39.85 | 40.08 | 39.81 | 40.12 | 39.49 | 39.34 | 40.28 | 39.40 | 39.65 | 39.73 | 40.11 | 39.64 | 38.90 | 39.31 | 40.05 | 39.35 | 82.52 |
| 99 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 39.59 | 39.65 | 39.42 | 39.69 | 39.71 | 39.95 | 40.08 | 39.61 | 39.86 | 43.40 | 40.30 | 40.25 | 39.63 | 39.84 | 39.76 | 39.94 | 39.37 | 39.69 | 39.38 | 40.44 | 39.22 | 39.25 | 39.85 | 39.21 | 39.21 | 63.44 |
| 128 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 39.39 | 39.64 | 39.40 | 39.15 | 39.19 | 40.12 | 40.32 | 39.77 | 39.77 | 84.53 | 39.81 | 40.23 | 40.22 | 39.21 | 39.38 | 39.78 | 40.10 | 39.64 | 42.43 | 40.77 | 39.61 | 39.55 | 39.85 | 39.70 | 39.44 | 39.68 |
| 129 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 39.78 | 39.27 | 39.83 | 39.67 | 39.56 | 39.88 | 39.42 | 40.19 | 39.48 | 39.39 | 19.58 | 40.44 | 39.95 | 40.13 | 40.03 | 39.42 | 39.82 | 39.88 | 40.03 | 40.02 | 39.69 | 39.32 | 39.57 | 39.26 | 38.85 | 39.47 |
| 130 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 39.86 | 39.65 | 39.49 | 39.41 | 40.15 | 40.34 | 39.73 | 40.08 | 39.72 | 39.70 | 39.82 | 40.10 | 39.83 | 39.67 | 40.14 | 40.32 | 39.72 | 41.98 | 40.27 | 42.29 | 39.88 | 39.74 | 39.68 | 39.37 | 39.26 | 39.73 |
| 131 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 39.81 | 39.92 | 39.77 | 39.53 | 39.40 | 40.23 | 40.00 | 39.70 | 87.21 | 19.58 | 40.13 | 40.24 | 39.53 | 40.21 | 39.74 | 40.21 | 40.15 | 39.72 | 42.12 | 39.98 | 39.26 | 38.72 | 40.05 | 39.93 | 39.58 | 39.37 |
| 160 | 372 | 16 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 39.49 | 39.43 | 39.68 | 39.80 | 39.59 | 43.70 | 40.13 | 40.13 | 40.11 | 39.54 | 39.90 | 40.07 | 42.30 | 39.94 | 40.06 | 39.76 | 39.96 | 39.62 | 39.96 | 39.84 | 40.10 | 39.52 | 39.05 | 39.63 | 39.96 | 39.49 |
| 161 | 372 | 16 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 40.04 | 39.51 | 39.93 | 39.84 | 39.86 | 40.04 | 39.97 | 40.06 | 39.78 | 39.65 | 40.12 | 40.27 | 41.46 | 42.21 | 39.68 | 39.67 | 39.55 | 39.73 | 39.92 | 40.39 | 39.58 | 39.27 | 39.86 | 39.58 | 39.27 | 39.56 |
| 162 | 372 | 16 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 39.74 | 39.53 | 39.92 | 39.59 | 39.39 | 40.16 | 40.09 | 39.66 | 39.73 | 39.81 | 40.40 | 39.98 | 40.06 | 39.92 | 39.62 | 39.80 | 39.88 | 39.75 | 39.83 | 39.77 | 39.02 | 39.20 | 39.53 | 39.70 | 39.58 | 39.55 |
| 163 | 372 | 16 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 40.00 | 39.25 | 39.46 | 40.06 | 39.73 | 40.51 | 40.12 | 40.24 | 40.17 | 39.66 | 39.92 | 40.15 | 83.57 | 39.90 | 40.09 | 85.58 | 39.22 | 83.49 | 40.44 | 39.98 | 39.55 | 39.07 | 39.23 | 39.54 | 39.35 | 39.17 |
| 192 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 39.66 | 39.35 | 39.32 | 39.52 | 39.28 | 39.27 | 84.49 | 39.55 | 39.89 | 38.84 | 39.81 | 40.36 | 39.54 | 39.27 | 38.87 | 39.78 | 39.22 | 39.54 | 40.21 | 39.85 | 38.78 | 39.02 | 39.59 | 39.51 | 39.23 | 39.36 |
| 193 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 39.84 | 39.65 | 39.78 | 39.77 | 39.56 | 39.52 | 40.08 | 39.94 | 40.19 | 40.28 | 40.16 | 39.94 | 43.86 | 39.73 | 39.23 | 39.95 | 39.83 | 39.54 | 39.98 | 40.22 | 39.86 | 39.03 | 39.57 | 39.80 | 39.84 | 39.08 |
| 194 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 39.54 | 39.73 | 39.60 | 39.30 | 43.06 | 40.38 | 40.14 | 39.78 | 39.84 | 39.74 | 40.03 | 40.03 | 40.59 | 39.34 | 39.46 | 40.02 | 39.24 | 39.46 | 40.21 | 42.02 | 38.83 | 39.32 | 39.76 | 39.13 | 39.50 | 39.69 |
| 195 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 39.32 | 43.09 | 39.66 | 39.30 | 39.63 | 40.20 | 40.07 | 39.56 | 39.88 | 39.91 | 41.29 | 40.46 | 39.89 | 39.50 | 39.12 | 82.34 | 39.77 | 39.48 | 39.79 | 40.26 | 39.85 | 19.58 | 39.77 | 39.62 | 39.55 | 39.62 |
| 224 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 39.66 | 39.99 | 39.92 | 39.58 | 39.06 | 40.15 | 40.29 | 38.93 | 40.04 | 38.59 | 39.95 | 40.20 | 39.79 | 39.71 | 40.12 | 80.47 | 39.70 | 85.25 | 40.23 | 40.01 | 39.56 | 39.64 | 19.58 | 39.01 | 39.23 | 39.60 |
| 225 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 39.91 | 39.98 | 85.16 | 39.73 | 39.55 | 39.86 | 39.89 | 40.11 | 39.52 | 39.58 | 40.23 | 40.08 | 40.41 | 40.03 | 39.79 | 40.43 | 40.08 | 39.67 | 40.14 | 39.83 | 39.48 | 39.47 | 39.46 | 39.41 | 39.26 | 39.65 |
| 226 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 40.03 | 39.58 | 39.48 | 39.62 | 39.64 | 40.08 | 40.08 | 40.05 | 40.50 | 39.92 | 42.13 | 40.36 | 83.00 | 39.72 | 39.71 | 39.20 | 39.63 | 41.78 | 40.19 | 42.10 | 39.24 | 39.76 | 39.26 | 39.62 | 39.65 | 39.49 |
| 227 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 39.57 | 39.46 | 39.33 | 39.20 | 39.48 | 40.21 | 39.96 | 38.91 | 39.32 | 39.81 | 40.23 | 86.23 | 40.27 | 39.97 | 39.83 | 40.11 | 40.10 | 39.78 | 41.77 | 40.12 | 39.50 | 39.53 | 39.91 | 39.29 | 39.49 | 39.41 |
| 256 | 372 | 16 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 40.23 | 39.82 | 40.05 | 39.79 | 39.87 | 40.15 | 39.91 | 39.95 | 40.26 | 39.38 | 40.19 | 39.90 | 41.45 | 39.27 | 39.58 | 39.56 | 85.96 | 39.91 | 40.09 | 40.38 | 39.64 | 39.63 | 40.30 | 39.01 | 39.60 | 39.71 |
| 257 | 372 | 16 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 40.03 | 39.78 | 39.16 | 39.30 | 39.33 | 40.13 | 40.23 | 40.02 | 40.11 | 39.66 | 40.21 | 40.17 | 39.88 | 40.17 | 39.84 | 42.32 | 40.13 | 39.95 | 41.89 | 40.40 | 39.81 | 39.48 | 39.42 | 39.88 | 39.85 | 39.95 |
| 258 | 372 | 16 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 39.59 | 40.05 | 39.77 | 40.07 | 39.86 | 40.33 | 40.20 | 39.59 | 40.16 | 39.50 | 40.19 | 40.13 | 40.16 | 40.12 | 39.45 | 39.26 | 39.61 | 40.19 | 40.02 | 40.04 | 39.37 | 39.24 | 40.13 | 39.72 | 39.26 | 39.57 |
| 259 | 372 | 16 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 39.45 | 39.70 | 39.18 | 39.72 | 39.77 | 40.16 | 40.26 | 39.68 | 39.70 | 41.07 | 40.38 | 40.43 | 40.23 | 39.69 | 39.39 | 39.66 | 39.92 | 39.53 | 39.77 | 40.08 | 39.22 | 39.89 | 39.98 | 39.74 | 39.61 | 39.62 |
| 288 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.11 | 84.46 | 85.85 | 84.12 | 86.88 | 85.23 | 86.06 | 84.71 | 88.18 | 87.92 | 86.52 | 85.81 | 85.17 | 82.10 | 83.60 | 88.97 | 81.32 | 81.67 | 88.69 | 88.47 | 87.55 | 83.64 | 85.35 | 60.58 | 83.45 | 82.13 |
| 289 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 84.72 | 85.61 | 86.89 | 84.24 | 86.25 | 86.66 | 86.71 | 88.23 | 87.25 | 87.70 | 83.53 | 84.78 | 87.61 | 88.85 | 85.21 | 87.14 | 88.81 | 88.69 | 87.21 | 86.06 | 86.10 | 86.56 | 59.74 | 83.99 | 85.39 | 87.28 |
| 290 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 83.73 | 85.35 | 83.86 | 86.85 | 87.48 | 84.92 | 86.98 | 85.24 | 87.86 | 87.81 | 88.16 | 88.24 | 89.75 | 88.60 | 83.87 | 84.52 | 84.98 | 85.59 | 87.50 | 87.52 | 86.89 | 84.72 | 86.50 | 84.63 | 82.85 | 62.67 |
| 291 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.78 | 86.49 | 88.90 | 79.97 | 87.53 | 86.30 | 70.72 | 86.99 | 86.42 | 90.39 | 89.91 | 69.17 | 88.62 | 88.67 | 87.79 | 88.16 | 88.11 | 87.76 | 88.00 | 88.02 | 86.37 | 72.37 | 88.92 | 86.11 | 84.39 | 60.29 |
| 320 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 80.74 | 88.94 | 85.55 | 85.42 | 80.73 | 70.10 | 70.57 | 88.87 | 83.86 | 86.04 | 87.72 | 86.11 | 87.94 | 87.29 | 88.03 | 84.54 | 81.99 | 88.38 | 86.64 | 87.54 | 77.24 | 82.70 | 85.41 | 80.35 | 86.45 | 59.84 |
| 321 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 70.24 | 86.68 | 88.00 | 82.48 | 83.34 | 87.39 | 85.30 | 87.99 | 87.98 | 90.75 | 87.33 | 86.95 | 87.29 | 69.99 | 86.28 | 88.56 | 89.47 | 88.88 | 89.17 | 88.13 | 87.67 | 87.18 | 85.63 | 59.57 | 87.69 | 85.04 |
| 322 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.60 | 85.45 | 86.06 | 83.85 | 72.30 | 89.06 | 71.19 | 85.13 | 86.12 | 86.77 | 88.03 | 87.22 | 88.40 | 84.64 | 84.59 | 88.93 | 83.29 | 85.61 | 87.91 | 70.06 | 88.05 | 87.28 | 88.48 | 87.41 | 59.13 | 86.59 |
| 323 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.19 | 83.70 | 88.36 | 86.72 | 86.62 | 86.45 | 87.85 | 89.33 | 89.45 | 85.46 | 70.20 | 68.49 | 86.62 | 86.49 | 86.34 | 84.85 | 88.56 | 87.43 | 88.76 | 90.53 | 85.62 | 87.26 | 60.35 | 86.43 | 86.98 | 86.27 |
| 352 | 372 | 16 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 84.38 | 84.37 | 83.69 | 51.89 | 82.77 | 85.74 | 86.52 | 87.10 | 87.78 | 81.77 | 85.13 | 69.27 | 83.39 | 87.73 | 86.89 | 87.65 | 84.39 | 85.19 | 87.73 | 87.27 | 87.21 | 59.79 | 60.20 | 88.10 | 87.36 | 87.79 |
| 353 | 372 | 16 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.37 | 84.46 | 88.27 | 84.92 | 83.03 | 69.16 | 88.18 | 90.45 | 89.60 | 89.57 | 87.44 | 69.05 | 87.77 | 85.67 | 87.67 | 89.40 | 88.28 | 87.26 | 88.46 | 88.78 | 87.07 | 87.89 | 85.27 | 86.72 | 88.14 | 88.15 |
| 354 | 372 | 16 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.55 | 84.27 | 83.26 | 84.37 | 87.71 | 81.65 | 87.30 | 85.91 | 87.83 | 87.06 | 69.98 | 84.27 | 87.80 | 88.88 | 85.76 | 87.84 | 88.11 | 89.19 | 88.56 | 68.83 | 86.87 | 85.48 | 87.60 | 82.99 | 86.80 | 85.85 |
| 355 | 372 | 16 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.86 | 87.01 | 87.74 | 85.56 | 87.27 | 89.57 | 88.41 | 86.22 | 87.67 | 88.46 | 90.13 | 85.81 | 87.35 | 86.91 | 88.13 | 88.01 | 87.87 | 87.86 | 90.20 | 87.76 | 87.58 | 89.34 | 64.90 | 86.70 | 60.84 | 86.01 |
| 384 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 39.52 | 39.63 | 39.08 | 39.39 | 39.38 | 39.81 | 39.32 | 39.65 | 39.44 | 43.53 | 40.36 | 39.96 | 39.98 | 39.34 | 39.11 | 39.81 | 39.07 | 39.46 | 39.89 | 39.98 | 39.51 | 38.58 | 39.39 | 38.48 | 38.63 | 39.13 |
| 385 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 39.29 | 39.45 | 39.64 | 39.88 | 39.14 | 39.89 | 40.15 | 39.54 | 39.55 | 40.75 | 40.10 | 40.04 | 40.18 | 39.19 | 39.56 | 39.47 | 39.72 | 39.97 | 39.90 | 39.89 | 39.49 | 39.11 | 43.73 | 39.87 | 39.79 | 39.83 |
| 386 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 39.06 | 39.48 | 38.87 | 39.31 | 39.35 | 39.97 | 40.30 | 39.58 | 39.81 | 39.88 | 40.38 | 43.92 | 40.06 | 39.21 | 39.76 | 39.79 | 39.38 | 39.69 | 40.39 | 39.77 | 39.34 | 39.67 | 39.11 | 39.92 | 39.61 | 39.52 |
| 387 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 39.35 | 39.82 | 39.38 | 39.58 | 39.19 | 39.89 | 39.95 | 39.78 | 39.68 | 39.90 | 39.96 | 40.19 | 39.75 | 39.99 | 39.53 | 40.19 | 39.47 | 84.30 | 43.88 | 40.25 | 39.66 | 39.25 | 39.38 | 39.83 | 39.34 | 39.38 |
| 416 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 39.62 | 41.80 | 39.82 | 39.51 | 39.53 | 40.39 | 40.37 | 39.73 | 40.17 | 42.83 | 40.16 | 39.31 | 39.84 | 39.39 | 39.51 | 40.13 | 39.12 | 39.58 | 40.16 | 39.82 | 43.73 | 39.19 | 40.03 | 39.79 | 39.57 | 39.62 |
| 417 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 39.99 | 39.95 | 39.91 | 39.52 | 39.53 | 40.14 | 39.80 | 39.72 | 40.23 | 39.92 | 40.25 | 40.19 | 40.16 | 40.37 | 39.88 | 40.10 | 39.82 | 39.85 | 39.73 | 40.08 | 39.17 | 39.56 | 39.76 | 39.92 | 38.91 | 39.67 |
| 418 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 39.91 | 39.91 | 39.70 | 39.90 | 39.49 | 40.11 | 39.97 | 40.01 | 39.10 | 39.09 | 40.11 | 40.31 | 40.25 | 39.55 | 39.98 | 39.73 | 39.71 | 39.94 | 42.62 | 40.09 | 39.20 | 39.34 | 39.03 | 39.65 | 39.09 | 39.42 |
| 419 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 39.98 | 39.86 | 39.67 | 39.98 | 39.41 | 40.13 | 39.69 | 39.89 | 39.90 | 39.47 | 40.13 | 40.08 | 42.16 | 40.06 | 39.92 | 39.44 | 39.95 | 39.82 | 40.33 | 83.28 | 39.31 | 38.69 | 38.98 | 39.78 | 39.61 | 39.32 |
| 448 | 372 | 16 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 40.01 | 39.46 | 39.88 | 40.05 | 39.77 | 40.42 | 40.58 | 39.78 | 39.93 | 39.53 | 40.49 | 40.02 | 39.63 | 40.32 | 39.58 | 39.78 | 40.21 | 39.11 | 40.15 | 40.22 | 39.54 | 39.56 | 39.61 | 39.72 | 39.63 | 39.99 |
| 449 | 372 | 16 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 39.92 | 39.57 | 40.04 | 39.78 | 39.52 | 40.42 | 40.44 | 39.27 | 40.01 | 39.71 | 40.11 | 39.86 | 39.89 | 39.34 | 39.73 | 88.05 | 40.17 | 39.94 | 40.34 | 40.12 | 39.33 | 39.70 | 39.54 | 39.68 | 39.63 | 39.60 |
| 450 | 372 | 16 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 39.66 | 39.71 | 39.78 | 39.65 | 39.64 | 40.31 | 40.04 | 39.92 | 39.92 | 39.76 | 40.04 | 40.01 | 40.21 | 39.87 | 39.86 | 84.34 | 39.52 | 39.63 | 39.83 | 40.20 | 39.36 | 38.99 | 39.81 | 39.46 | 39.44 | 39.84 |
| 451 | 372 | 16 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 40.15 | 39.79 | 40.04 | 39.27 | 39.43 | 40.28 | 40.48 | 39.89 | 40.31 | 39.88 | 40.36 | 39.83 | 40.22 | 39.76 | 40.03 | 40.12 | 41.72 | 39.39 | 40.11 | 39.83 | 38.84 | 39.50 | 39.43 | 39.85 | 39.43 | 39.59 |
| 480 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 39.31 | 40.40 | 39.45 | 39.37 | 39.21 | 39.82 | 39.93 | 39.89 | 39.92 | 39.63 | 40.02 | 39.98 | 39.68 | 39.67 | 39.81 | 40.36 | 39.82 | 39.56 | 44.02 | 39.81 | 39.76 | 39.23 | 38.76 | 38.57 | 39.55 | 39.22 |
| 481 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 39.36 | 39.44 | 39.63 | 39.54 | 39.75 | 39.90 | 39.88 | 40.21 | 39.64 | 39.25 | 40.11 | 41.63 | 39.98 | 40.17 | 39.40 | 39.73 | 39.51 | 39.42 | 40.15 | 40.26 | 39.33 | 39.12 | 38.97 | 39.63 | 39.04 | 38.46 |
| 482 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 39.46 | 39.81 | 39.56 | 39.15 | 39.23 | 40.18 | 40.14 | 40.08 | 81.47 | 39.74 | 39.96 | 40.20 | 39.67 | 39.40 | 39.57 | 39.32 | 39.49 | 39.82 | 42.66 | 43.89 | 39.42 | 39.41 | 39.91 | 39.83 | 38.97 | 39.53 |
| 483 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 39.98 | 39.95 | 39.49 | 43.58 | 38.91 | 39.95 | 39.84 | 39.56 | 39.67 | 39.63 | 40.21 | 40.11 | 40.27 | 43.31 | 43.85 | 40.00 | 39.70 | 40.00 | 40.14 | 40.07 | 39.50 | 39.14 | 39.30 | 39.44 | 39.52 | 39.33 |
| 512 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 42.60 | 39.49 | 39.40 | 39.49 | 39.57 | 40.12 | 40.67 | 39.39 | 42.80 | 39.79 | 40.12 | 40.03 | 89.28 | 41.49 | 39.77 | 39.78 | 39.30 | 39.37 | 41.58 | 44.19 | 39.16 | 39.47 | 39.54 | 39.70 | 39.54 | 38.71 |
| 513 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 39.99 | 39.81 | 39.87 | 39.41 | 39.33 | 40.13 | 39.58 | 39.85 | 39.38 | 39.64 | 40.36 | 40.11 | 39.63 | 42.38 | 39.67 | 39.44 | 39.76 | 39.42 | 40.21 | 40.23 | 39.45 | 39.26 | 40.07 | 39.48 | 39.50 | 39.73 |
| 514 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 40.03 | 39.96 | 39.72 | 39.47 | 39.51 | 40.45 | 40.20 | 40.06 | 39.86 | 39.79 | 40.11 | 39.78 | 40.08 | 39.82 | 39.69 | 39.68 | 39.84 | 39.41 | 40.13 | 39.85 | 39.34 | 39.55 | 39.95 | 39.85 | 39.95 | 39.22 |
| 515 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 40.13 | 39.46 | 39.12 | 39.95 | 39.79 | 40.26 | 40.43 | 39.96 | 85.34 | 39.78 | 40.27 | 39.75 | 39.82 | 39.93 | 39.91 | 39.78 | 39.74 | 40.06 | 39.87 | 40.06 | 39.80 | 39.36 | 39.54 | 41.90 | 39.27 | 39.44 |
| 544 | 372 | 16 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 39.37 | 39.91 | 39.11 | 40.05 | 40.05 | 40.11 | 40.28 | 39.99 | 40.24 | 39.60 | 40.09 | 40.25 | 40.25 | 39.69 | 39.90 | 39.92 | 43.61 | 39.71 | 39.91 | 39.96 | 39.86 | 39.47 | 39.27 | 39.74 | 39.56 | 39.58 |
| 545 | 372 | 16 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 40.46 | 39.84 | 39.61 | 39.74 | 39.65 | 40.28 | 40.12 | 39.68 | 40.33 | 39.83 | 39.62 | 40.43 | 40.26 | 40.01 | 40.03 | 40.08 | 39.84 | 39.92 | 40.38 | 40.05 | 39.44 | 39.45 | 39.59 | 39.73 | 39.46 | 39.51 |
| 546 | 372 | 16 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 41.59 | 39.76 | 39.71 | 39.63 | 39.77 | 40.10 | 40.10 | 40.00 | 40.38 | 39.47 | 41.11 | 39.75 | 41.16 | 39.65 | 39.72 | 81.14 | 40.34 | 39.59 | 40.34 | 39.97 | 39.66 | 39.53 | 39.50 | 39.47 | 39.58 | 39.86 |
| 547 | 372 | 16 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 39.98 | 39.83 | 39.61 | 39.79 | 39.70 | 40.10 | 40.30 | 39.84 | 40.14 | 39.66 | 40.22 | 39.91 | 40.31 | 40.26 | 39.49 | 40.22 | 40.04 | 40.58 | 40.14 | 40.12 | 39.53 | 39.71 | 40.19 | 39.50 | 39.79 | 39.44 |
| 576 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.75 | 88.10 | 88.32 | 87.45 | 87.75 | 68.49 | 88.72 | 89.13 | 89.16 | 88.61 | 88.38 | 88.22 | 87.77 | 88.80 | 89.73 | 89.50 | 70.12 | 69.69 | 88.41 | 88.14 | 88.55 | 86.83 | 88.27 | 88.82 | 87.52 | 85.78 |
| 577 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.49 | 71.81 | 88.54 | 88.22 | 88.43 | 87.56 | 87.26 | 87.56 | 89.25 | 87.42 | 87.72 | 88.64 | 89.01 | 88.56 | 86.82 | 90.28 | 90.18 | 88.79 | 88.04 | 86.60 | 87.64 | 85.49 | 87.81 | 85.95 | 86.75 | 87.32 |
| 578 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.26 | 88.40 | 88.24 | 70.19 | 88.99 | 87.24 | 87.01 | 87.80 | 70.68 | 88.61 | 88.32 | 68.98 | 89.44 | 88.46 | 86.55 | 88.29 | 87.57 | 85.89 | 88.05 | 87.26 | 87.17 | 87.99 | 90.72 | 86.60 | 88.47 | 85.54 |
| 579 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 69.73 | 89.17 | 89.84 | 87.25 | 87.27 | 87.90 | 89.16 | 88.42 | 86.77 | 88.82 | 70.93 | 86.06 | 87.91 | 86.30 | 85.93 | 89.43 | 84.33 | 87.29 | 70.12 | 88.59 | 89.37 | 87.29 | 87.78 | 86.95 | 88.52 | 86.72 |
| 608 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.45 | 87.02 | 86.89 | 87.95 | 87.16 | 88.94 | 88.81 | 86.88 | 90.12 | 88.70 | 87.59 | 88.20 | 87.07 | 88.21 | 85.85 | 90.60 | 88.87 | 87.28 | 89.15 | 69.52 | 88.18 | 83.70 | 88.48 | 87.95 | 87.44 | 86.65 |
| 609 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.00 | 70.35 | 70.94 | 88.99 | 88.67 | 86.94 | 86.53 | 70.55 | 90.31 | 70.81 | 88.51 | 69.89 | 70.30 | 88.64 | 70.52 | 89.17 | 87.94 | 87.75 | 87.93 | 69.97 | 86.15 | 87.02 | 90.58 | 86.92 | 87.24 | 86.51 |
| 610 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.33 | 70.45 | 89.57 | 87.01 | 70.69 | 88.04 | 71.76 | 88.11 | 88.66 | 90.21 | 86.36 | 69.73 | 86.95 | 71.09 | 86.77 | 88.88 | 88.03 | 70.24 | 90.43 | 87.57 | 87.98 | 87.61 | 87.45 | 59.17 | 87.76 | 87.37 |
| 611 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.22 | 90.11 | 86.89 | 86.90 | 86.58 | 86.87 | 88.54 | 88.63 | 88.93 | 89.31 | 88.74 | 87.64 | 89.74 | 70.40 | 86.84 | 87.50 | 88.12 | 85.82 | 87.40 | 87.42 | 88.11 | 85.49 | 90.49 | 87.94 | 87.43 | 86.60 |
| 640 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.37 | 89.28 | 90.02 | 87.36 | 89.80 | 87.52 | 88.89 | 89.62 | 71.29 | 70.23 | 69.79 | 87.60 | 70.59 | 88.68 | 87.56 | 71.65 | 89.54 | 69.73 | 87.72 | 69.49 | 85.56 | 89.27 | 60.61 | 86.76 | 87.79 | 87.80 |
| 641 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.68 | 88.34 | 86.37 | 86.40 | 89.41 | 86.70 | 89.13 | 89.54 | 88.58 | 88.05 | 85.55 | 70.86 | 88.72 | 89.14 | 88.88 | 88.47 | 70.98 | 88.47 | 89.05 | 87.71 | 88.29 | 57.72 | 88.20 | 87.66 | 60.68 | 88.08 |
| 642 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.02 | 87.28 | 89.07 | 86.56 | 89.18 | 68.43 | 85.29 | 88.20 | 88.23 | 90.22 | 68.09 | 69.34 | 69.66 | 87.68 | 88.69 | 86.86 | 71.16 | 69.02 | 69.81 | 67.72 | 87.43 | 85.83 | 59.49 | 86.44 | 88.02 | 86.15 |
| 643 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.22 | 86.48 | 70.22 | 87.37 | 88.05 | 85.38 | 90.06 | 88.77 | 71.45 | 71.22 | 70.58 | 69.10 | 89.52 | 70.43 | 57.92 | 88.28 | 88.82 | 88.64 | 70.22 | 89.27 | 88.35 | 87.64 | 89.97 | 88.36 | 87.55 | 87.92 |
| 672 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 39.59 | 39.48 | 39.09 | 38.70 | 38.43 | 39.42 | 39.37 | 39.35 | 38.81 | 39.31 | 37.67 | 39.86 | 40.59 | 42.06 | 38.92 | 41.16 | 39.19 | 39.03 | 39.09 | 37.37 | 39.45 | 37.78 | 39.61 | 37.19 | 39.61 | 39.31 |
| 673 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 39.32 | 39.30 | 39.58 | 39.51 | 39.41 | 40.06 | 39.70 | 39.12 | 39.34 | 39.59 | 41.48 | 41.90 | 39.40 | 39.12 | 39.67 | 39.46 | 38.19 | 40.43 | 36.55 | 39.61 | 39.57 | 39.31 | 39.59 | 39.92 | 39.29 | 39.54 |
| 674 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 40.85 | 39.63 | 39.81 | 39.40 | 39.65 | 40.09 | 39.59 | 39.52 | 42.09 | 40.36 | 40.08 | 39.94 | 39.22 | 39.76 | 39.43 | 40.41 | 40.04 | 39.28 | 40.07 | 43.94 | 38.99 | 39.52 | 39.75 | 39.87 | 40.03 | 39.68 |
| 675 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 39.67 | 37.78 | 39.05 | 41.90 | 39.86 | 38.97 | 39.67 | 39.73 | 41.06 | 38.89 | 38.72 | 40.28 | 41.47 | 39.33 | 39.78 | 42.03 | 39.43 | 38.70 | 39.97 | 39.72 | 38.80 | 38.35 | 39.34 | 39.78 | 39.27 | 39.51 |
| 704 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 41.63 | 39.85 | 39.89 | 39.07 | 39.35 | 39.57 | 40.31 | 40.87 | 39.48 | 38.87 | 41.72 | 41.20 | 40.73 | 39.29 | 40.15 | 41.68 | 40.04 | 38.30 | 41.09 | 39.60 | 39.44 | 38.90 | 39.34 | 39.31 | 39.15 | 39.44 |
| 705 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 39.71 | 42.25 | 41.58 | 39.82 | 39.40 | 39.55 | 41.05 | 42.48 | 39.21 | 38.70 | 40.05 | 40.07 | 39.68 | 39.75 | 39.69 | 41.71 | 38.61 | 42.03 | 42.52 | 39.91 | 38.97 | 39.08 | 39.82 | 39.66 | 39.60 | 39.31 |
| 706 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 39.35 | 39.65 | 41.95 | 39.47 | 39.76 | 40.08 | 40.11 | 39.29 | 35.10 | 40.80 | 41.22 | 39.94 | 40.35 | 41.40 | 39.42 | 39.14 | 39.56 | 39.16 | 39.55 | 39.73 | 39.18 | 39.04 | 39.14 | 39.55 | 39.48 | 39.01 |
| 707 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 39.92 | 39.89 | 39.48 | 39.34 | 39.32 | 39.87 | 39.82 | 39.57 | 41.58 | 41.81 | 39.79 | 37.74 | 41.87 | 39.06 | 39.38 | 39.12 | 38.52 | 39.20 | 39.20 | 41.54 | 39.30 | 38.16 | 39.17 | 39.53 | 39.51 | 39.82 |
| 736 | 372 | 16 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 39.04 | 39.79 | 39.41 | 39.33 | 39.08 | 40.30 | 42.25 | 39.76 | 39.03 | 38.86 | 40.72 | 40.06 | 39.14 | 39.29 | 37.49 | 41.19 | 39.68 | 39.23 | 41.73 | 39.77 | 39.47 | 39.18 | 39.08 | 39.33 | 39.00 | 39.67 |
| 737 | 372 | 16 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 40.13 | 39.61 | 42.06 | 41.10 | 38.65 | 39.68 | 40.60 | 39.43 | 39.00 | 38.62 | 40.12 | 39.80 | 39.71 | 38.68 | 39.49 | 41.02 | 39.14 | 39.88 | 39.96 | 41.69 | 39.03 | 37.91 | 39.75 | 39.90 | 39.87 | 41.64 |
| 738 | 372 | 16 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 39.37 | 41.56 | 39.61 | 39.76 | 39.09 | 40.03 | 39.96 | 41.23 | 39.91 | 41.49 | 39.56 | 39.75 | 40.67 | 41.16 | 39.38 | 39.77 | 39.57 | 40.12 | 41.52 | 40.00 | 39.96 | 39.54 | 39.45 | 39.73 | 38.98 | 39.75 |
| 739 | 372 | 16 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 39.73 | 39.49 | 39.73 | 39.73 | 39.28 | 40.58 | 40.07 | 38.81 | 39.52 | 38.90 | 40.09 | 40.01 | 39.77 | 41.85 | 39.23 | 40.07 | 38.98 | 39.01 | 39.99 | 39.92 | 39.08 | 39.23 | 39.89 | 39.72 | 39.81 | 84.51 |
| 768 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 35.96 | 39.62 | 39.50 | 39.65 | 39.38 | 39.70 | 41.89 | 39.46 | 41.86 | 37.34 | 39.90 | 40.23 | 40.03 | 39.56 | 39.56 | 37.83 | 39.53 | 43.71 | 31.69 | 39.62 | 37.52 | 38.35 | 38.83 | 39.07 | 39.29 | 39.63 |
| 769 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 39.01 | 39.72 | 42.68 | 39.26 | 38.64 | 40.12 | 40.10 | 39.56 | 38.91 | 39.20 | 40.20 | 40.00 | 39.31 | 39.63 | 39.35 | 39.54 | 38.99 | 36.97 | 38.42 | 40.00 | 35.72 | 39.39 | 38.97 | 40.01 | 39.13 | 40.09 |
| 770 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 39.61 | 39.90 | 38.58 | 39.22 | 39.02 | 40.32 | 41.92 | 39.53 | 41.36 | 41.17 | 39.83 | 39.79 | 39.32 | 39.40 | 39.44 | 39.54 | 39.74 | 38.88 | 40.04 | 40.18 | 39.72 | 38.94 | 39.61 | 39.56 | 38.67 | 39.89 |
| 771 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 39.06 | 39.29 | 39.19 | 39.68 | 41.04 | 43.75 | 41.62 | 39.23 | 41.84 | 39.42 | 38.22 | 40.35 | 39.95 | 38.84 | 38.96 | 41.31 | 41.54 | 39.58 | 39.92 | 38.80 | 39.12 | 39.50 | 39.63 | 39.06 | 40.01 | 40.06 |
| 800 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 42.31 | 39.77 | 41.80 | 39.50 | 39.14 | 39.60 | 39.23 | 39.50 | 39.08 | 40.93 | 40.09 | 39.97 | 39.66 | 39.32 | 39.50 | 41.74 | 39.83 | 38.90 | 40.90 | 40.53 | 39.13 | 83.66 | 39.04 | 39.57 | 39.11 | 39.44 |
| 801 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 38.45 | 39.62 | 39.39 | 39.72 | 38.52 | 39.72 | 43.30 | 41.01 | 42.38 | 39.00 | 41.48 | 39.97 | 39.88 | 39.30 | 40.11 | 39.90 | 38.34 | 39.31 | 39.84 | 40.90 | 39.24 | 38.26 | 39.66 | 39.97 | 39.53 | 39.06 |
| 802 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 39.89 | 39.70 | 39.69 | 40.37 | 38.94 | 40.42 | 39.39 | 39.19 | 41.92 | 37.90 | 40.05 | 39.82 | 40.93 | 38.78 | 39.33 | 39.39 | 39.64 | 40.72 | 39.51 | 40.02 | 39.37 | 39.43 | 40.01 | 39.46 | 39.47 | 38.89 |
| 803 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 39.64 | 39.66 | 39.55 | 39.21 | 39.51 | 40.12 | 41.10 | 41.24 | 39.84 | 41.04 | 39.78 | 38.86 | 40.35 | 39.39 | 39.47 | 38.53 | 41.65 | 41.12 | 42.14 | 39.85 | 39.42 | 39.65 | 40.10 | 39.48 | 37.08 | 39.78 |
| 832 | 372 | 16 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 41.61 | 39.75 | 41.84 | 39.66 | 39.48 | 40.93 | 38.82 | 39.42 | 38.92 | 38.69 | 39.83 | 39.89 | 39.77 | 40.65 | 39.42 | 40.44 | 37.76 | 40.50 | 39.81 | 40.27 | 38.19 | 39.61 | 39.24 | 39.01 | 39.27 | 38.36 |
| 833 | 372 | 16 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 41.73 | 39.92 | 39.59 | 39.28 | 39.59 | 39.61 | 41.54 | 39.02 | 39.52 | 39.07 | 39.87 | 39.97 | 40.09 | 39.19 | 39.32 | 40.87 | 39.40 | 35.80 | 39.67 | 43.38 | 39.75 | 39.73 | 39.84 | 39.69 | 39.79 | 39.51 |
| 834 | 372 | 16 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 42.84 | 39.79 | 39.55 | 39.19 | 40.45 | 39.44 | 40.25 | 38.98 | 39.44 | 39.34 | 40.04 | 39.92 | 39.76 | 39.40 | 39.52 | 39.62 | 38.06 | 38.69 | 40.04 | 39.53 | 39.78 | 39.39 | 38.92 | 39.82 | 40.13 | 39.21 |
| 835 | 372 | 16 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 40.45 | 39.46 | 42.32 | 39.52 | 38.95 | 39.47 | 38.67 | 39.39 | 39.71 | 40.38 | 39.89 | 41.26 | 39.62 | 41.78 | 39.50 | 40.99 | 41.08 | 40.66 | 39.20 | 40.77 | 39.70 | 39.83 | 38.55 | 39.48 | 39.40 | 39.33 |
| 864 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.95 | 87.99 | 90.66 | 87.77 | 89.05 | 87.13 | 88.65 | 87.36 | 89.28 | 87.78 | 90.03 | 88.23 | 89.52 | 88.26 | 87.06 | 89.69 | 87.54 | 71.05 | 87.56 | 86.98 | 88.50 | 88.12 | 89.66 | 86.72 | 89.34 | 86.58 |
| 865 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.09 | 88.77 | 89.34 | 87.56 | 88.21 | 86.99 | 89.37 | 87.88 | 86.66 | 89.00 | 88.38 | 86.14 | 89.13 | 89.18 | 85.32 | 89.41 | 88.49 | 77.25 | 87.51 | 88.23 | 69.36 | 86.23 | 86.20 | 85.17 | 88.55 | 85.98 |
| 866 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.33 | 89.40 | 87.01 | 88.44 | 87.35 | 87.12 | 72.92 | 88.83 | 89.00 | 89.03 | 70.91 | 68.93 | 87.95 | 89.84 | 87.70 | 89.17 | 86.52 | 90.65 | 88.60 | 86.65 | 87.78 | 87.45 | 89.43 | 85.41 | 84.77 | 85.55 |
| 867 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.54 | 88.93 | 89.49 | 86.70 | 90.67 | 87.54 | 89.32 | 88.36 | 88.57 | 89.23 | 86.76 | 86.87 | 72.36 | 89.21 | 85.89 | 89.43 | 87.98 | 89.25 | 88.93 | 87.58 | 87.69 | 86.39 | 88.24 | 86.31 | 69.88 | 87.16 |
| 896 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 70.01 | 87.19 | 90.82 | 87.71 | 90.28 | 88.01 | 88.20 | 87.66 | 89.35 | 88.70 | 88.86 | 86.19 | 89.12 | 88.53 | 87.93 | 89.87 | 86.89 | 89.31 | 87.14 | 88.32 | 88.44 | 88.43 | 89.91 | 87.25 | 89.47 | 86.68 |
| 897 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.23 | 86.21 | 88.75 | 88.45 | 70.36 | 87.50 | 89.19 | 87.94 | 89.83 | 89.27 | 88.55 | 71.34 | 88.42 | 70.91 | 86.73 | 89.27 | 89.57 | 91.30 | 88.14 | 86.73 | 88.80 | 87.27 | 87.22 | 88.07 | 88.26 | 87.78 |
| 898 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.13 | 88.01 | 90.67 | 88.24 | 87.29 | 67.71 | 71.16 | 88.20 | 88.44 | 89.59 | 68.50 | 69.79 | 71.07 | 90.31 | 69.27 | 88.84 | 70.17 | 87.65 | 70.34 | 87.08 | 68.11 | 85.89 | 89.41 | 85.98 | 89.18 | 87.14 |
| 899 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.52 | 86.86 | 89.93 | 88.67 | 85.24 | 87.91 | 89.13 | 88.73 | 70.57 | 89.52 | 88.38 | 89.65 | 86.97 | 88.88 | 86.74 | 89.96 | 89.38 | 89.22 | 88.39 | 86.70 | 89.54 | 88.21 | 87.89 | 88.52 | 88.24 | 89.35 |
| 928 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 69.40 | 89.67 | 89.78 | 85.63 | 87.62 | 86.17 | 88.77 | 87.08 | 87.91 | 88.64 | 87.63 | 87.45 | 68.21 | 88.41 | 86.41 | 69.61 | 87.09 | 87.84 | 89.87 | 69.42 | 88.64 | 86.89 | 87.30 | 59.86 | 58.84 | 59.81 |
| 929 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.45 | 87.30 | 88.52 | 87.96 | 89.34 | 86.47 | 89.31 | 86.15 | 88.13 | 89.99 | 70.90 | 86.69 | 88.06 | 89.55 | 86.55 | 88.82 | 88.82 | 87.91 | 87.50 | 88.79 | 87.72 | 59.52 | 88.65 | 57.45 | 61.47 | 87.40 |
| 930 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.40 | 87.65 | 88.04 | 88.38 | 89.20 | 87.84 | 89.01 | 87.92 | 70.12 | 70.24 | 87.66 | 85.26 | 70.57 | 84.71 | 87.98 | 89.41 | 86.88 | 88.97 | 88.22 | 87.40 | 59.38 | 85.98 | 87.55 | 87.48 | 87.92 | 87.34 |
| 931 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.84 | 88.49 | 87.81 | 86.59 | 88.92 | 89.54 | 87.08 | 88.51 | 90.41 | 71.48 | 88.84 | 86.77 | 88.86 | 87.79 | 85.91 | 89.56 | 88.50 | 88.36 | 69.41 | 86.89 | 89.26 | 86.08 | 89.25 | 59.29 | 88.13 | 88.22 |
| 960 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 38.86 | 39.82 | 37.43 | 39.12 | 39.62 | 39.53 | 39.63 | 39.40 | 39.88 | 38.30 | 39.85 | 39.82 | 39.20 | 39.59 | 39.29 | 39.90 | 37.68 | 40.63 | 40.46 | 39.87 | 39.13 | 39.65 | 38.97 | 40.05 | 39.39 | 38.80 |
| 961 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 41.45 | 39.22 | 41.67 | 38.58 | 39.30 | 41.01 | 38.23 | 40.17 | 39.03 | 39.60 | 39.78 | 39.95 | 39.81 | 39.13 | 38.38 | 39.64 | 39.09 | 40.64 | 39.53 | 39.48 | 39.55 | 38.67 | 39.93 | 39.80 | 39.50 | 39.45 |
| 962 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 39.44 | 41.00 | 41.42 | 39.57 | 39.35 | 39.58 | 39.79 | 39.36 | 38.07 | 41.70 | 39.18 | 40.00 | 39.77 | 39.21 | 38.65 | 41.13 | 38.85 | 42.14 | 39.75 | 39.82 | 39.15 | 38.62 | 38.90 | 39.28 | 38.31 | 39.51 |
| 963 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 39.49 | 38.87 | 39.38 | 38.96 | 39.34 | 39.12 | 37.23 | 38.84 | 39.17 | 39.39 | 38.33 | 40.24 | 39.43 | 39.78 | 39.23 | 39.93 | 39.40 | 41.48 | 41.28 | 39.34 | 39.20 | 38.99 | 39.38 | 39.65 | 39.49 | 39.09 |
| 992 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 38.70 | 39.94 | 39.66 | 39.88 | 39.63 | 40.52 | 40.00 | 39.52 | 41.81 | 41.83 | 39.73 | 40.76 | 41.52 | 39.25 | 39.79 | 39.70 | 39.75 | 40.92 | 39.79 | 39.85 | 39.29 | 39.01 | 39.21 | 39.44 | 39.40 | 40.17 |
| 993 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 39.31 | 38.68 | 42.60 | 39.57 | 39.25 | 39.68 | 41.38 | 39.34 | 41.53 | 39.27 | 38.31 | 41.60 | 40.88 | 41.71 | 39.87 | 39.77 | 39.44 | 39.65 | 42.37 | 40.19 | 38.74 | 39.20 | 37.17 | 39.81 | 39.51 | 39.39 |
| 994 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 39.14 | 38.84 | 39.20 | 38.27 | 39.39 | 39.67 | 40.01 | 40.00 | 39.46 | 39.45 | 39.96 | 39.90 | 40.09 | 41.44 | 39.22 | 39.57 | 39.61 | 38.72 | 41.30 | 39.51 | 36.93 | 38.92 | 40.18 | 39.81 | 39.99 | 39.82 |
| 995 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 39.96 | 40.99 | 39.23 | 40.86 | 38.51 | 39.82 | 39.62 | 39.46 | 39.28 | 38.88 | 39.77 | 39.81 | 39.75 | 40.79 | 39.83 | 40.67 | 39.13 | 39.54 | 41.18 | 39.96 | 39.31 | 39.16 | 39.81 | 39.67 | 40.31 | 39.73 |
| 1024 | 372 | 16 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 39.59 | 39.53 | 39.72 | 39.80 | 38.97 | 39.98 | 41.98 | 39.56 | 39.48 | 39.30 | 39.31 | 39.50 | 39.72 | 39.31 | 39.66 | 40.92 | 38.81 | 39.41 | 43.83 | 39.90 | 38.89 | 39.74 | 40.06 | 39.87 | 39.56 | 39.77 |
| 1025 | 372 | 16 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 38.79 | 39.61 | 39.51 | 39.37 | 39.04 | 39.87 | 42.21 | 39.36 | 41.56 | 39.20 | 41.77 | 39.70 | 39.63 | 39.91 | 39.44 | 40.95 | 39.80 | 40.22 | 39.77 | 39.75 | 39.56 | 39.97 | 39.26 | 40.10 | 39.06 | 39.76 |
| 1026 | 372 | 16 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 38.93 | 39.70 | 39.85 | 39.58 | 39.67 | 39.59 | 39.44 | 39.13 | 39.74 | 38.18 | 40.42 | 40.43 | 40.11 | 39.07 | 39.87 | 41.37 | 39.15 | 38.87 | 39.61 | 40.04 | 37.36 | 39.73 | 39.19 | 39.68 | 39.74 | 39.65 |
| 1027 | 372 | 16 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 39.82 | 39.57 | 41.97 | 39.51 | 39.48 | 39.89 | 41.47 | 39.19 | 40.33 | 39.50 | 39.88 | 37.55 | 40.02 | 38.56 | 40.06 | 38.83 | 39.74 | 38.81 | 39.74 | 41.99 | 38.71 | 38.13 | 39.21 | 39.55 | 39.45 | 39.73 |
| 1056 | 372 | 16 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 40.04 | 40.37 | 38.66 | 39.63 | 39.56 | 40.24 | 39.85 | 42.48 | 38.89 | 39.14 | 39.60 | 40.00 | 40.28 | 38.68 | 39.79 | 42.46 | 39.82 | 39.76 | 39.97 | 39.95 | 39.10 | 39.28 | 40.14 | 39.64 | 39.36 | 39.47 |
| 1057 | 372 | 16 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 39.91 | 43.22 | 40.36 | 39.27 | 39.43 | 39.53 | 40.01 | 39.02 | 39.80 | 39.85 | 39.45 | 42.52 | 42.35 | 39.43 | 39.10 | 39.47 | 38.62 | 40.90 | 39.65 | 40.01 | 39.40 | 38.06 | 39.57 | 39.94 | 39.57 | 39.63 |
| 1058 | 372 | 16 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 39.73 | 39.22 | 39.28 | 39.56 | 39.28 | 39.30 | 39.37 | 41.32 | 42.60 | 41.53 | 39.35 | 39.82 | 39.54 | 36.53 | 39.03 | 39.48 | 37.53 | 40.37 | 41.83 | 39.95 | 39.72 | 39.00 | 39.40 | 39.54 | 39.40 | 40.94 |
| 1059 | 372 | 16 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 41.42 | 40.48 | 39.06 | 39.53 | 39.22 | 39.87 | 39.47 | 39.72 | 39.44 | 39.42 | 39.80 | 39.81 | 42.12 | 39.46 | 38.12 | 36.44 | 39.13 | 39.55 | 39.51 | 40.13 | 38.32 | 39.31 | 44.18 | 38.75 | 39.23 | 39.19 |
| 1088 | 372 | 16 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 39.84 | 39.37 | 39.54 | 39.92 | 38.51 | 39.63 | 39.24 | 41.82 | 39.69 | 39.01 | 39.66 | 39.86 | 39.47 | 39.95 | 39.52 | 39.86 | 39.55 | 41.31 | 39.67 | 39.83 | 39.43 | 39.37 | 39.73 | 39.17 | 39.38 | 39.63 |
| 1089 | 372 | 16 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 39.84 | 39.52 | 39.47 | 41.90 | 39.88 | 39.92 | 39.59 | 39.10 | 39.18 | 41.66 | 39.71 | 39.58 | 39.29 | 40.22 | 42.35 | 40.66 | 39.37 | 40.47 | 39.64 | 39.62 | 39.40 | 39.66 | 39.73 | 39.22 | 40.40 | 38.56 |
| 1090 | 372 | 16 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 41.89 | 39.57 | 39.08 | 39.04 | 39.40 | 40.04 | 39.29 | 41.66 | 42.14 | 42.36 | 39.77 | 39.92 | 39.85 | 41.05 | 39.48 | 42.74 | 39.07 | 41.01 | 39.74 | 39.54 | 36.37 | 38.79 | 39.88 | 39.98 | 36.87 | 39.94 |
| 1091 | 372 | 16 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 39.22 | 42.79 | 39.33 | 39.33 | 41.02 | 39.96 | 39.81 | 39.09 | 39.93 | 38.78 | 39.44 | 39.53 | 39.58 | 41.52 | 39.81 | 40.26 | 39.20 | 40.82 | 39.94 | 41.97 | 39.66 | 37.11 | 39.71 | 39.79 | 38.75 | 39.23 |
| 1120 | 372 | 16 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 39.68 | 38.72 | 39.27 | 39.35 | 38.24 | 39.46 | 42.24 | 39.40 | 41.77 | 39.02 | 39.67 | 39.93 | 39.07 | 39.16 | 39.55 | 39.59 | 37.80 | 39.81 | 39.68 | 39.56 | 38.63 | 39.38 | 39.44 | 39.46 | 39.57 | 39.33 |
| 1121 | 372 | 16 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 39.31 | 39.53 | 39.02 | 39.54 | 39.79 | 39.89 | 39.84 | 39.90 | 40.19 | 38.69 | 39.85 | 39.87 | 39.92 | 39.46 | 38.94 | 40.79 | 39.34 | 38.90 | 39.60 | 39.91 | 39.72 | 39.04 | 39.29 | 40.00 | 38.21 | 39.88 |
| 1122 | 372 | 16 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 39.16 | 39.14 | 39.22 | 39.37 | 39.66 | 40.43 | 39.98 | 37.64 | 39.60 | 38.91 | 39.64 | 39.84 | 39.62 | 40.67 | 39.36 | 39.81 | 39.14 | 40.07 | 40.02 | 40.54 | 38.97 | 39.34 | 39.37 | 40.02 | 39.81 | 39.64 |
| 1123 | 372 | 16 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 41.99 | 39.88 | 39.47 | 39.55 | 39.24 | 39.20 | 42.00 | 39.20 | 40.91 | 39.53 | 40.17 | 39.86 | 40.21 | 39.50 | 39.72 | 40.98 | 39.29 | 40.36 | 39.89 | 36.09 | 38.88 | 40.34 | 39.50 | 39.94 | 39.66 | 39.33 |
The global mean maximum row:
| mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | average_map | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 899 | 84.68 | 84.67 | 85.80 | 86.68 | 84.25 | 88.50 | 86.09 | 85.44 | 75.09 | 87.36 | 86.37 | 87.01 | 86.64 | 87.08 | 85.78 | 88.51 | 86.92 | 86.39 | 86.09 | 88.57 | 86.20 | 85.98 | 84.62 | 85.28 | 85.02 | 85.66 | 85.795385 |
| 577 | 84.43 | 73.98 | 85.00 | 84.59 | 86.09 | 87.43 | 85.87 | 85.02 | 88.30 | 85.56 | 87.42 | 86.85 | 86.39 | 85.73 | 85.94 | 86.66 | 86.14 | 85.35 | 88.42 | 86.64 | 86.12 | 84.31 | 84.19 | 82.91 | 85.88 | 86.21 | 85.439615 |
| 864 | 85.07 | 85.58 | 85.36 | 86.39 | 86.35 | 88.02 | 85.51 | 84.95 | 86.36 | 84.43 | 86.97 | 86.37 | 87.31 | 85.68 | 84.46 | 85.23 | 84.34 | 75.20 | 85.60 | 86.17 | 85.80 | 85.05 | 86.12 | 84.42 | 85.61 | 84.99 | 85.282308 |
| 896 | 72.82 | 85.17 | 86.19 | 85.06 | 86.69 | 85.89 | 86.02 | 86.54 | 85.38 | 86.17 | 88.60 | 84.83 | 86.26 | 85.94 | 86.24 | 86.24 | 87.08 | 87.16 | 85.70 | 84.83 | 82.86 | 82.91 | 86.98 | 83.63 | 85.41 | 84.15 | 85.182692 |
| 865 | 84.99 | 85.82 | 87.08 | 85.51 | 86.45 | 86.70 | 85.29 | 86.46 | 87.16 | 85.87 | 85.57 | 87.27 | 86.07 | 87.20 | 86.06 | 86.93 | 86.99 | 78.05 | 87.35 | 88.19 | 71.03 | 84.85 | 83.91 | 83.72 | 84.67 | 84.71 | 85.150000 |
| 608 | 82.38 | 84.89 | 84.35 | 84.69 | 84.37 | 86.62 | 85.31 | 86.14 | 87.65 | 86.01 | 87.39 | 85.84 | 86.93 | 85.04 | 85.81 | 84.78 | 85.69 | 87.79 | 86.97 | 74.44 | 84.21 | 81.45 | 84.32 | 82.92 | 87.28 | 84.94 | 84.931154 |
| 867 | 83.83 | 87.02 | 85.14 | 84.20 | 86.19 | 86.08 | 85.69 | 85.69 | 85.74 | 86.56 | 85.45 | 87.58 | 76.11 | 85.97 | 84.61 | 85.78 | 86.01 | 87.55 | 88.32 | 87.14 | 84.40 | 84.26 | 85.77 | 83.73 | 72.05 | 85.03 | 84.842308 |
| 611 | 85.06 | 86.65 | 84.72 | 84.11 | 84.24 | 84.87 | 86.53 | 84.56 | 86.05 | 86.53 | 86.20 | 85.04 | 85.48 | 72.86 | 85.67 | 87.11 | 84.77 | 86.24 | 85.54 | 87.02 | 83.07 | 84.96 | 85.00 | 84.53 | 83.18 | 84.58 | 84.791154 |
| 576 | 85.33 | 85.99 | 85.28 | 87.51 | 85.77 | 73.93 | 86.15 | 86.05 | 86.45 | 86.32 | 87.01 | 86.67 | 88.00 | 84.91 | 86.89 | 86.97 | 72.95 | 74.32 | 87.02 | 86.65 | 85.06 | 83.80 | 84.56 | 86.21 | 85.35 | 86.18 | 84.666538 |
| 579 | 73.78 | 87.35 | 86.76 | 85.24 | 85.30 | 86.16 | 87.35 | 86.60 | 84.76 | 86.33 | 73.05 | 87.77 | 86.19 | 85.54 | 85.32 | 87.42 | 84.93 | 86.41 | 75.27 | 87.09 | 85.45 | 85.90 | 85.30 | 82.92 | 85.37 | 85.98 | 84.597692 |
Model performance on validation data (Mann-Whitney U Test)
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 864 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.07 | 85.58 | 85.36 | 86.39 | 86.35 | 88.02 | 85.51 | 84.95 | 86.36 | 84.43 | 86.97 | 86.37 | 87.31 | 85.68 | 84.46 | 85.23 | 84.34 | 75.20 | 85.60 | 86.17 | 85.80 | 85.05 | 86.12 | 84.42 | 85.61 | 84.99 |
| 865 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 84.99 | 85.82 | 87.08 | 85.51 | 86.45 | 86.70 | 85.29 | 86.46 | 87.16 | 85.87 | 85.57 | 87.27 | 86.07 | 87.20 | 86.06 | 86.93 | 86.99 | 78.05 | 87.35 | 88.19 | 71.03 | 84.85 | 83.91 | 83.72 | 84.67 | 84.71 |
| 867 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 83.83 | 87.02 | 85.14 | 84.20 | 86.19 | 86.08 | 85.69 | 85.69 | 85.74 | 86.56 | 85.45 | 87.58 | 76.11 | 85.97 | 84.61 | 85.78 | 86.01 | 87.55 | 88.32 | 87.14 | 84.40 | 84.26 | 85.77 | 83.73 | 72.05 | 85.03 |
| 576 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.33 | 85.99 | 85.28 | 87.51 | 85.77 | 73.93 | 86.15 | 86.05 | 86.45 | 86.32 | 87.01 | 86.67 | 88.00 | 84.91 | 86.89 | 86.97 | 72.95 | 74.32 | 87.02 | 86.65 | 85.06 | 83.80 | 84.56 | 86.21 | 85.35 | 86.18 |
| 577 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 84.43 | 73.98 | 85.00 | 84.59 | 86.09 | 87.43 | 85.87 | 85.02 | 88.30 | 85.56 | 87.42 | 86.85 | 86.39 | 85.73 | 85.94 | 86.66 | 86.14 | 85.35 | 88.42 | 86.64 | 86.12 | 84.31 | 84.19 | 82.91 | 85.88 | 86.21 |
| 578 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 84.73 | 85.21 | 85.65 | 74.48 | 84.91 | 86.81 | 85.92 | 84.96 | 73.69 | 87.48 | 87.60 | 75.15 | 87.48 | 85.96 | 84.06 | 85.84 | 86.42 | 86.02 | 86.88 | 86.61 | 84.62 | 84.64 | 86.97 | 82.98 | 86.45 | 83.82 |
| 579 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 73.78 | 87.35 | 86.76 | 85.24 | 85.30 | 86.16 | 87.35 | 86.60 | 84.76 | 86.33 | 73.05 | 87.77 | 86.19 | 85.54 | 85.32 | 87.42 | 84.93 | 86.41 | 75.27 | 87.09 | 85.45 | 85.90 | 85.30 | 82.92 | 85.37 | 85.98 |
| 896 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 72.82 | 85.17 | 86.19 | 85.06 | 86.69 | 85.89 | 86.02 | 86.54 | 85.38 | 86.17 | 88.60 | 84.83 | 86.26 | 85.94 | 86.24 | 86.24 | 87.08 | 87.16 | 85.70 | 84.83 | 82.86 | 82.91 | 86.98 | 83.63 | 85.41 | 84.15 |
| 899 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.68 | 84.67 | 85.80 | 86.68 | 84.25 | 88.50 | 86.09 | 85.44 | 75.09 | 87.36 | 86.37 | 87.01 | 86.64 | 87.08 | 85.78 | 88.51 | 86.92 | 86.39 | 86.09 | 88.57 | 86.20 | 85.98 | 84.62 | 85.28 | 85.02 | 85.66 |
| 608 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 82.38 | 84.89 | 84.35 | 84.69 | 84.37 | 86.62 | 85.31 | 86.14 | 87.65 | 86.01 | 87.39 | 85.84 | 86.93 | 85.04 | 85.81 | 84.78 | 85.69 | 87.79 | 86.97 | 74.44 | 84.21 | 81.45 | 84.32 | 82.92 | 87.28 | 84.94 |
| 929 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.57 | 84.85 | 84.30 | 85.53 | 86.03 | 85.16 | 85.42 | 86.86 | 86.86 | 86.57 | 72.94 | 86.79 | 87.03 | 84.85 | 85.18 | 86.60 | 85.55 | 86.50 | 87.56 | 86.78 | 85.43 | 52.91 | 84.97 | 52.49 | 57.50 | 83.34 |
Size of the All data: (144, 29)
Size of the Sig data: (11, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.95 | 87.99 | 90.66 | 87.77 | 89.05 | 87.13 | 88.65 | 87.36 | 89.28 | 87.78 | 90.03 | 88.23 | 89.52 | 88.26 | 87.06 | 89.69 | 87.54 | 71.05 | 87.56 | 86.98 | 88.50 | 88.12 | 89.66 | 86.72 | 89.34 | 86.58 |
| 4 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.09 | 88.77 | 89.34 | 87.56 | 88.21 | 86.99 | 89.37 | 87.88 | 86.66 | 89.00 | 88.38 | 86.14 | 89.13 | 89.18 | 85.32 | 89.41 | 88.49 | 77.25 | 87.51 | 88.23 | 69.36 | 86.23 | 86.20 | 85.17 | 88.55 | 85.98 |
| 6 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.54 | 88.93 | 89.49 | 86.70 | 90.67 | 87.54 | 89.32 | 88.36 | 88.57 | 89.23 | 86.76 | 86.87 | 72.36 | 89.21 | 85.89 | 89.43 | 87.98 | 89.25 | 88.93 | 87.58 | 87.69 | 86.39 | 88.24 | 86.31 | 69.88 | 87.16 |
| 7 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.75 | 88.10 | 88.32 | 87.45 | 87.75 | 68.49 | 88.72 | 89.13 | 89.16 | 88.61 | 88.38 | 88.22 | 87.77 | 88.80 | 89.73 | 89.50 | 70.12 | 69.69 | 88.41 | 88.14 | 88.55 | 86.83 | 88.27 | 88.82 | 87.52 | 85.78 |
| 1 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.49 | 71.81 | 88.54 | 88.22 | 88.43 | 87.56 | 87.26 | 87.56 | 89.25 | 87.42 | 87.72 | 88.64 | 89.01 | 88.56 | 86.82 | 90.28 | 90.18 | 88.79 | 88.04 | 86.60 | 87.64 | 85.49 | 87.81 | 85.95 | 86.75 | 87.32 |
| 9 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.26 | 88.40 | 88.24 | 70.19 | 88.99 | 87.24 | 87.01 | 87.80 | 70.68 | 88.61 | 88.32 | 68.98 | 89.44 | 88.46 | 86.55 | 88.29 | 87.57 | 85.89 | 88.05 | 87.26 | 87.17 | 87.99 | 90.72 | 86.60 | 88.47 | 85.54 |
| 8 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 69.73 | 89.17 | 89.84 | 87.25 | 87.27 | 87.90 | 89.16 | 88.42 | 86.77 | 88.82 | 70.93 | 86.06 | 87.91 | 86.30 | 85.93 | 89.43 | 84.33 | 87.29 | 70.12 | 88.59 | 89.37 | 87.29 | 87.78 | 86.95 | 88.52 | 86.72 |
| 3 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 70.01 | 87.19 | 90.82 | 87.71 | 90.28 | 88.01 | 88.20 | 87.66 | 89.35 | 88.70 | 88.86 | 86.19 | 89.12 | 88.53 | 87.93 | 89.87 | 86.89 | 89.31 | 87.14 | 88.32 | 88.44 | 88.43 | 89.91 | 87.25 | 89.47 | 86.68 |
| 0 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.52 | 86.86 | 89.93 | 88.67 | 85.24 | 87.91 | 89.13 | 88.73 | 70.57 | 89.52 | 88.38 | 89.65 | 86.97 | 88.88 | 86.74 | 89.96 | 89.38 | 89.22 | 88.39 | 86.70 | 89.54 | 88.21 | 87.89 | 88.52 | 88.24 | 89.35 |
| 5 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.45 | 87.02 | 86.89 | 87.95 | 87.16 | 88.94 | 88.81 | 86.88 | 90.12 | 88.70 | 87.59 | 88.20 | 87.07 | 88.21 | 85.85 | 90.60 | 88.87 | 87.28 | 89.15 | 69.52 | 88.18 | 83.70 | 88.48 | 87.95 | 87.44 | 86.65 |
| 10 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.45 | 87.30 | 88.52 | 87.96 | 89.34 | 86.47 | 89.31 | 86.15 | 88.13 | 89.99 | 70.90 | 86.69 | 88.06 | 89.55 | 86.55 | 88.82 | 88.82 | 87.91 | 87.50 | 88.79 | 87.72 | 59.52 | 88.65 | 57.45 | 61.47 | 87.40 |
Size of the test data: (11, 34)
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_16 | 86.450909 | 1.043757 |
| mAP_valid_abs_values_10 | 86.241818 | 0.833724 |
| mAP_valid_abs_values_19 | 85.925455 | 3.654866 |
| mAP_valid_abs_values_8 | 85.882727 | 0.709071 |
| mAP_valid_abs_values_7 | 85.874545 | 0.579351 |
| mAP_valid_abs_values_13 | 85.855455 | 3.287626 |
| mAP_valid_abs_values_14 | 85.809091 | 0.776575 |
| mAP_valid_abs_values_20 | 85.737273 | 3.872640 |
| mAP_valid_abs_values_5 | 85.672727 | 0.843707 |
| mAP_valid_abs_values_12 | 85.648182 | 3.577012 |
| mAP_valid_abs_values_6 | 85.572727 | 3.979098 |
| mAP_valid_abs_values_3 | 85.537273 | 0.886985 |
| mAP_valid_abs_values_15 | 85.486364 | 0.850967 |
| mAP_valid_abs_values_23 | 85.246364 | 1.082426 |
| mAP_valid_abs_values_26 | 85.000909 | 0.959776 |
| mAP_valid_abs_values_17 | 84.820000 | 4.029568 |
| mAP_valid_abs_values_2 | 84.593636 | 3.625359 |
| mAP_valid_abs_values_4 | 84.534545 | 3.476324 |
| mAP_valid_abs_values_11 | 84.397273 | 5.708448 |
| mAP_valid_abs_values_9 | 84.312727 | 5.016650 |
| mAP_valid_abs_values_21 | 83.743636 | 4.327025 |
| mAP_valid_abs_values_18 | 83.703636 | 5.159497 |
| mAP_valid_abs_values | 82.600909 | 4.714245 |
| mAP_valid_abs_values_25 | 81.871818 | 9.084580 |
| mAP_valid_abs_values_22 | 81.460000 | 9.556567 |
| mAP_valid_abs_values_24 | 81.019091 | 9.521998 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_16 | 89.570909 | 0.639695 |
| mAP_test_abs_values_3 | 89.144545 | 1.170405 |
| mAP_test_abs_values_10 | 88.761818 | 0.719775 |
| mAP_test_abs_values_7 | 88.630909 | 0.821224 |
| mAP_test_abs_values_14 | 88.540000 | 0.852854 |
| mAP_test_abs_values_23 | 88.510000 | 1.227233 |
| mAP_test_abs_values_5 | 88.399091 | 1.536265 |
| mAP_test_abs_values_8 | 87.811818 | 0.847134 |
| mAP_test_abs_values_13 | 86.941818 | 4.921566 |
| mAP_test_abs_values_26 | 86.832727 | 1.031640 |
| mAP_test_abs_values_15 | 86.760909 | 1.213239 |
| average_map | 86.602483 | 1.092606 |
| mAP_test_abs_values_21 | 86.560000 | 5.750304 |
| mAP_test_abs_values_2 | 86.503636 | 4.938510 |
| mAP_test_abs_values_19 | 86.436364 | 5.447337 |
| mAP_test_abs_values_17 | 86.379091 | 5.605512 |
| mAP_test_abs_values_4 | 86.130000 | 5.311471 |
| mAP_test_abs_values_20 | 86.064545 | 5.539549 |
| mAP_test_abs_values_6 | 85.834545 | 5.788449 |
| mAP_test_abs_values_12 | 85.806364 | 5.706081 |
| mAP_test_abs_values_9 | 85.321818 | 7.344398 |
| mAP_test_abs_values_11 | 85.113636 | 7.066350 |
| mAP_test_abs_values | 84.840000 | 7.489587 |
| mAP_test_abs_values_22 | 84.381818 | 8.365037 |
| mAP_test_abs_values_24 | 84.335455 | 8.982543 |
| mAP_test_abs_values_25 | 84.150000 | 9.359713 |
| mAP_test_abs_values_18 | 83.902727 | 7.512196 |
Summary:
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid_mwu_16['id'] = res_valid_mwu_16.index.to_series().apply(extract_number)
res_test_mwu_16['id'] = res_test_mwu_16.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid_mwu_16,res_test_mwu_16])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test_mwu_16 = res_test_mwu_16.sort_values(by=['id']).reset_index().query("index !='average_map'")
res_valid_mwu_16 = res_valid_mwu_16.reset_index(drop=True)
res_valid_mwu_16.columns = ['valid_score', 'std', 'id']
res_valid_mwu_16 = res_valid_mwu_16[['valid_score', 'id']]
res_test_mwu_16.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_16 = res_test_mwu_16[['test_score', 'id']]
result_merged_mwu_16 = pd.merge(res_valid_mwu_16,res_test_mwu_16,on='id')
result_merged_mwu_16.sort_values(by=['valid_score'], ascending=False,inplace=True)
result_merged_mwu_16 = result_merged_mwu_16[['id','valid_score','test_score']]
html_table = result_merged_mwu_16.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))| id | valid_score | test_score | |
|---|---|---|---|
| 0 | 16 | 86.450909 | 89.570909 |
| 1 | 10 | 86.241818 | 88.761818 |
| 2 | 19 | 85.925455 | 86.436364 |
| 3 | 8 | 85.882727 | 87.811818 |
| 4 | 7 | 85.874545 | 88.630909 |
| 5 | 13 | 85.855455 | 86.941818 |
| 6 | 14 | 85.809091 | 88.540000 |
| 7 | 20 | 85.737273 | 86.064545 |
| 8 | 5 | 85.672727 | 88.399091 |
| 9 | 12 | 85.648182 | 85.806364 |
| 10 | 6 | 85.572727 | 85.834545 |
| 11 | 3 | 85.537273 | 89.144545 |
| 12 | 15 | 85.486364 | 86.760909 |
| 13 | 23 | 85.246364 | 88.510000 |
| 14 | 26 | 85.000909 | 86.832727 |
| 15 | 17 | 84.820000 | 86.379091 |
| 16 | 2 | 84.593636 | 86.503636 |
| 17 | 4 | 84.534545 | 86.130000 |
| 18 | 11 | 84.397273 | 85.113636 |
| 19 | 9 | 84.312727 | 85.321818 |
| 20 | 21 | 83.743636 | 86.560000 |
| 21 | 18 | 83.703636 | 83.902727 |
| 22 | 1 | 82.600909 | 84.840000 |
| 23 | 25 | 81.871818 | 84.150000 |
| 24 | 22 | 81.460000 | 84.381818 |
| 25 | 24 | 81.019091 | 84.335455 |
Code
#%%
dt_valid = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_24082024_{layer_vsn}.csv")
dt_test = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_24082024_{layer_vsn}.csv")
output_size = 40
query = (
"output_size == @output_size "
)
dt_valid = dt_valid.query(query)
dt_test = dt_test.query(query)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 372 | 40 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 81.79 | 81.06 | 82.05 | 78.81 | 82.18 | 83.71 | 83.30 | 84.83 | 83.38 | 83.06 | 83.28 | 83.84 | 85.74 | 84.87 | 81.70 | 84.09 | 83.09 | 85.62 | 86.62 | 84.81 | 81.52 | 79.75 | 82.24 | 80.40 | 81.67 | 80.19 |
| 13 | 372 | 40 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 83.05 | 85.41 | 84.90 | 83.60 | 82.16 | 85.69 | 85.90 | 83.50 | 84.81 | 84.57 | 84.84 | 84.99 | 86.25 | 83.88 | 83.97 | 86.51 | 84.95 | 84.84 | 83.62 | 87.71 | 81.10 | 81.31 | 83.52 | 82.88 | 83.43 | 83.56 |
| 14 | 372 | 40 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 81.71 | 83.85 | 84.50 | 83.87 | 86.03 | 82.36 | 84.76 | 82.59 | 85.64 | 83.02 | 84.90 | 83.88 | 86.19 | 84.82 | 83.45 | 84.84 | 83.53 | 83.46 | 83.50 | 84.44 | 80.77 | 81.61 | 82.38 | 83.65 | 81.86 | 80.37 |
| 15 | 372 | 40 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 84.07 | 84.97 | 85.29 | 83.53 | 84.58 | 84.18 | 86.03 | 84.78 | 85.35 | 83.82 | 84.81 | 85.72 | 85.07 | 84.20 | 82.40 | 84.18 | 83.92 | 86.41 | 84.67 | 85.98 | 83.32 | 81.38 | 81.79 | 80.34 | 81.69 | 84.77 |
| 44 | 372 | 40 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 79.77 | 82.82 | 81.08 | 83.04 | 78.89 | 82.92 | 84.29 | 84.08 | 82.12 | 85.82 | 83.57 | 85.15 | 81.59 | 86.03 | 83.35 | 84.92 | 80.53 | 81.28 | 84.59 | 84.41 | 81.80 | 84.70 | 19.49 | 83.80 | 83.33 | 81.19 |
| 45 | 372 | 40 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 82.76 | 84.77 | 80.54 | 83.41 | 82.59 | 84.51 | 82.78 | 85.83 | 84.81 | 83.40 | 87.08 | 85.17 | 84.94 | 84.93 | 85.32 | 84.23 | 85.31 | 85.07 | 85.28 | 86.95 | 82.05 | 80.53 | 83.99 | 79.62 | 83.30 | 84.62 |
| 46 | 372 | 40 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.68 | 83.95 | 82.92 | 84.98 | 84.52 | 84.38 | 84.91 | 84.77 | 85.01 | 86.17 | 85.21 | 85.13 | 84.82 | 83.76 | 84.86 | 86.03 | 85.78 | 84.94 | 85.88 | 84.34 | 81.93 | 81.38 | 84.85 | 81.99 | 83.89 | 83.11 |
| 47 | 372 | 40 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 84.18 | 83.51 | 82.28 | 84.91 | 83.74 | 85.99 | 84.37 | 83.02 | 85.35 | 85.10 | 85.10 | 87.17 | 86.56 | 84.07 | 84.30 | 86.20 | 85.64 | 82.02 | 82.91 | 85.97 | 81.85 | 81.80 | 82.47 | 81.84 | 82.60 | 84.88 |
| 76 | 372 | 40 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 83.53 | 79.12 | 84.70 | 85.06 | 84.12 | 83.25 | 83.04 | 85.20 | 86.42 | 85.53 | 82.14 | 84.91 | 85.08 | 83.52 | 81.58 | 83.44 | 83.12 | 84.37 | 84.19 | 85.85 | 81.23 | 84.08 | 82.49 | 81.52 | 82.06 | 82.38 |
| 77 | 372 | 40 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 84.34 | 84.12 | 80.73 | 84.27 | 82.59 | 84.40 | 85.55 | 85.37 | 86.85 | 84.05 | 85.53 | 86.74 | 84.50 | 84.36 | 85.32 | 86.80 | 87.01 | 85.61 | 85.86 | 84.87 | 81.34 | 81.72 | 83.34 | 76.29 | 81.83 | 82.66 |
| 78 | 372 | 40 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 82.75 | 84.79 | 83.64 | 83.25 | 83.78 | 83.39 | 83.95 | 87.95 | 86.57 | 85.82 | 84.71 | 85.58 | 84.70 | 85.06 | 85.62 | 85.38 | 86.22 | 85.24 | 87.55 | 85.71 | 82.01 | 81.17 | 82.02 | 83.24 | 83.36 | 82.51 |
| 79 | 372 | 40 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 84.85 | 85.14 | 82.19 | 84.05 | 82.89 | 83.69 | 84.29 | 85.22 | 87.07 | 85.38 | 85.84 | 84.69 | 84.79 | 84.49 | 84.57 | 85.88 | 84.15 | 84.54 | 82.67 | 85.28 | 81.88 | 82.09 | 82.94 | 82.61 | 82.53 | 83.29 |
| 108 | 372 | 40 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 82.59 | 83.28 | 82.12 | 80.39 | 83.16 | 85.29 | 83.93 | 84.58 | 82.81 | 83.27 | 82.66 | 85.71 | 85.42 | 85.95 | 83.94 | 83.39 | 85.67 | 83.78 | 84.25 | 83.64 | 82.46 | 82.96 | 84.97 | 83.30 | 81.87 | 84.80 |
| 109 | 372 | 40 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 85.17 | 85.19 | 84.36 | 84.49 | 83.50 | 84.17 | 85.20 | 85.08 | 83.63 | 85.57 | 83.93 | 84.69 | 84.74 | 84.78 | 85.36 | 85.64 | 85.21 | 85.41 | 87.51 | 84.62 | 82.09 | 82.78 | 82.00 | 82.37 | 82.53 | 83.99 |
| 110 | 372 | 40 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 82.00 | 84.02 | 83.07 | 85.45 | 82.41 | 83.77 | 84.38 | 84.21 | 85.92 | 84.27 | 84.88 | 85.83 | 84.61 | 83.69 | 82.89 | 85.11 | 83.41 | 83.58 | 85.38 | 86.45 | 81.76 | 82.88 | 81.90 | 81.57 | 80.62 | 80.27 |
| 111 | 372 | 40 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 83.28 | 84.17 | 83.62 | 86.13 | 83.12 | 85.30 | 84.21 | 85.23 | 85.76 | 85.36 | 85.38 | 84.78 | 86.86 | 86.26 | 83.37 | 86.18 | 84.89 | 82.59 | 84.05 | 87.46 | 82.10 | 82.95 | 84.39 | 84.41 | 84.90 | 84.13 |
| 140 | 372 | 40 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 83.82 | 85.73 | 84.46 | 83.24 | 84.65 | 84.62 | 84.70 | 83.68 | 86.79 | 87.04 | 84.72 | 84.04 | 85.52 | 83.50 | 85.53 | 85.12 | 83.95 | 85.70 | 84.82 | 85.09 | 80.86 | 83.01 | 83.41 | 85.10 | 82.93 | 84.53 |
| 141 | 372 | 40 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 84.72 | 83.96 | 84.92 | 84.45 | 85.23 | 84.79 | 85.39 | 84.76 | 84.60 | 83.85 | 85.61 | 84.09 | 86.94 | 85.47 | 87.08 | 85.43 | 84.10 | 85.83 | 86.82 | 83.56 | 83.33 | 83.50 | 83.41 | 82.00 | 83.41 | 84.61 |
| 142 | 372 | 40 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 84.89 | 84.25 | 83.69 | 85.49 | 84.34 | 85.83 | 85.03 | 84.74 | 86.68 | 84.64 | 85.57 | 85.66 | 85.17 | 84.79 | 84.98 | 84.89 | 84.43 | 85.29 | 87.23 | 85.61 | 81.69 | 83.61 | 82.97 | 82.12 | 83.20 | 83.35 |
| 143 | 372 | 40 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 81.44 | 84.50 | 84.94 | 83.56 | 84.40 | 84.24 | 83.28 | 86.44 | 86.56 | 85.26 | 86.03 | 86.10 | 84.79 | 84.96 | 85.55 | 86.27 | 83.60 | 84.58 | 84.84 | 87.01 | 84.56 | 80.91 | 83.15 | 81.84 | 83.50 | 84.12 |
| 172 | 372 | 40 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 82.49 | 80.09 | 83.65 | 83.12 | 84.98 | 84.07 | 83.31 | 80.89 | 85.88 | 85.00 | 83.13 | 85.81 | 82.25 | 85.45 | 85.02 | 84.19 | 82.34 | 85.97 | 82.55 | 85.30 | 83.30 | 80.97 | 82.95 | 71.09 | 84.65 | 80.35 |
| 173 | 372 | 40 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 81.80 | 82.81 | 82.42 | 82.48 | 83.95 | 84.71 | 84.31 | 85.77 | 85.08 | 86.66 | 85.83 | 85.11 | 82.26 | 85.08 | 86.78 | 86.97 | 83.55 | 84.97 | 86.25 | 84.86 | 84.52 | 83.05 | 84.99 | 83.20 | 81.75 | 85.12 |
| 174 | 372 | 40 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 83.19 | 86.18 | 84.84 | 83.16 | 82.02 | 83.41 | 86.26 | 85.54 | 87.03 | 84.74 | 83.84 | 86.03 | 85.10 | 86.82 | 85.17 | 87.04 | 84.97 | 85.24 | 86.39 | 83.34 | 82.65 | 81.92 | 84.63 | 82.80 | 84.89 | 80.56 |
| 175 | 372 | 40 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 84.82 | 83.22 | 84.72 | 84.94 | 85.07 | 84.50 | 83.55 | 84.18 | 83.70 | 85.37 | 84.40 | 85.74 | 86.41 | 84.67 | 83.86 | 85.55 | 86.44 | 85.59 | 87.05 | 85.74 | 81.17 | 82.44 | 83.27 | 81.98 | 81.11 | 83.95 |
| 204 | 372 | 40 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 82.15 | 83.77 | 83.61 | 19.49 | 84.65 | 84.00 | 80.83 | 83.83 | 84.61 | 85.29 | 84.84 | 84.79 | 85.39 | 83.61 | 79.61 | 84.18 | 84.43 | 84.04 | 84.85 | 86.11 | 82.83 | 81.56 | 81.96 | 82.64 | 81.67 | 76.17 |
| 205 | 372 | 40 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 83.95 | 84.49 | 83.85 | 85.40 | 84.68 | 84.48 | 84.47 | 83.31 | 84.48 | 86.10 | 86.40 | 85.59 | 84.30 | 86.37 | 84.07 | 85.07 | 84.41 | 85.15 | 85.01 | 85.33 | 84.38 | 82.16 | 84.72 | 84.35 | 83.84 | 85.16 |
| 206 | 372 | 40 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 84.35 | 83.08 | 81.75 | 84.76 | 84.10 | 84.95 | 83.95 | 83.61 | 84.08 | 84.67 | 85.76 | 85.73 | 86.33 | 85.43 | 86.64 | 86.10 | 85.10 | 85.84 | 85.48 | 85.37 | 82.57 | 82.32 | 83.92 | 82.74 | 82.30 | 82.86 |
| 207 | 372 | 40 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 82.42 | 85.29 | 19.49 | 84.85 | 83.37 | 84.64 | 83.82 | 84.74 | 85.83 | 84.35 | 84.99 | 85.76 | 84.90 | 85.20 | 83.56 | 85.85 | 85.69 | 86.55 | 84.79 | 85.86 | 84.59 | 82.30 | 85.48 | 81.31 | 82.77 | 82.73 |
| 236 | 372 | 40 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 85.49 | 81.88 | 82.74 | 83.43 | 84.14 | 85.17 | 84.92 | 85.93 | 83.44 | 85.63 | 84.89 | 85.17 | 84.30 | 83.30 | 85.46 | 84.12 | 86.18 | 85.35 | 84.51 | 86.05 | 83.18 | 83.30 | 83.32 | 82.52 | 83.70 | 85.37 |
| 237 | 372 | 40 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 83.53 | 85.66 | 84.59 | 84.16 | 87.21 | 86.46 | 86.04 | 85.54 | 83.45 | 87.03 | 85.16 | 85.73 | 84.47 | 85.67 | 85.76 | 85.98 | 83.92 | 86.54 | 86.52 | 87.53 | 82.85 | 83.04 | 81.68 | 84.59 | 84.62 | 82.20 |
| 238 | 372 | 40 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 83.22 | 83.82 | 84.26 | 85.27 | 83.54 | 85.12 | 84.65 | 85.96 | 85.01 | 83.61 | 84.66 | 85.10 | 84.70 | 84.91 | 86.36 | 85.31 | 85.62 | 84.86 | 85.21 | 84.95 | 82.41 | 80.57 | 84.80 | 84.68 | 82.99 | 83.82 |
| 239 | 372 | 40 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 82.62 | 84.12 | 83.20 | 83.46 | 82.50 | 85.16 | 87.09 | 85.31 | 85.55 | 84.76 | 87.68 | 85.52 | 87.39 | 85.95 | 88.03 | 82.04 | 85.36 | 84.86 | 86.28 | 85.35 | 83.54 | 84.03 | 84.96 | 82.56 | 86.19 | 80.92 |
| 268 | 372 | 40 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 83.14 | 83.86 | 82.72 | 84.49 | 83.32 | 86.83 | 85.74 | 85.85 | 83.32 | 85.96 | 84.56 | 85.48 | 83.89 | 84.43 | 83.20 | 87.09 | 82.76 | 84.83 | 85.41 | 85.05 | 81.10 | 82.01 | 84.83 | 82.79 | 81.85 | 84.48 |
| 269 | 372 | 40 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 83.18 | 84.90 | 83.70 | 80.47 | 83.22 | 86.21 | 84.97 | 83.83 | 84.99 | 86.39 | 86.89 | 85.73 | 84.36 | 84.53 | 85.83 | 85.60 | 84.37 | 85.44 | 85.35 | 85.21 | 82.07 | 83.37 | 83.28 | 83.78 | 83.16 | 81.87 |
| 270 | 372 | 40 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 83.81 | 84.72 | 84.87 | 85.11 | 82.61 | 84.39 | 83.20 | 85.67 | 85.76 | 86.16 | 85.19 | 84.09 | 83.85 | 84.30 | 83.40 | 85.63 | 83.97 | 84.37 | 86.65 | 86.27 | 80.80 | 83.02 | 83.17 | 82.22 | 83.90 | 84.79 |
| 271 | 372 | 40 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 83.65 | 85.36 | 83.80 | 84.84 | 84.08 | 86.06 | 83.75 | 84.47 | 85.91 | 85.24 | 86.44 | 85.70 | 85.78 | 85.26 | 84.30 | 84.70 | 84.92 | 84.25 | 84.30 | 84.94 | 83.05 | 83.01 | 84.56 | 86.11 | 82.93 | 83.67 |
| 300 | 372 | 40 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 80.98 | 82.92 | 83.06 | 82.66 | 19.49 | 84.09 | 83.15 | 81.49 | 83.36 | 85.05 | 84.91 | 83.47 | 83.21 | 82.55 | 83.05 | 84.71 | 83.60 | 82.60 | 82.55 | 84.77 | 80.17 | 81.53 | 82.48 | 80.73 | 80.81 | 82.06 |
| 301 | 372 | 40 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 84.42 | 84.30 | 82.72 | 84.83 | 83.77 | 83.97 | 83.62 | 83.93 | 85.92 | 84.52 | 86.86 | 83.58 | 84.80 | 85.61 | 84.77 | 84.93 | 84.34 | 83.83 | 85.88 | 85.17 | 84.85 | 84.00 | 80.99 | 83.35 | 81.56 | 82.41 |
| 302 | 372 | 40 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 83.74 | 85.29 | 83.77 | 84.66 | 83.66 | 85.18 | 85.04 | 83.79 | 85.95 | 85.21 | 85.55 | 84.95 | 85.24 | 86.29 | 83.09 | 84.90 | 84.82 | 83.64 | 83.35 | 84.27 | 81.35 | 83.39 | 84.64 | 84.75 | 83.60 | 83.41 |
| 303 | 372 | 40 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 83.38 | 83.05 | 84.22 | 84.49 | 84.89 | 84.89 | 85.74 | 83.71 | 84.95 | 83.82 | 86.41 | 86.02 | 85.54 | 84.55 | 83.25 | 85.84 | 84.56 | 85.62 | 85.21 | 86.22 | 82.66 | 81.89 | 82.72 | 84.13 | 83.69 | 80.27 |
| 332 | 372 | 40 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 82.76 | 76.94 | 81.26 | 83.56 | 82.72 | 84.74 | 83.29 | 85.40 | 86.28 | 85.77 | 84.11 | 86.15 | 85.71 | 86.65 | 81.49 | 83.42 | 84.87 | 83.51 | 83.95 | 85.20 | 80.33 | 80.39 | 83.11 | 80.30 | 80.90 | 84.11 |
| 333 | 372 | 40 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 80.81 | 83.09 | 84.77 | 83.44 | 85.20 | 85.46 | 85.43 | 85.81 | 83.06 | 87.87 | 86.14 | 86.27 | 85.61 | 85.45 | 84.34 | 86.10 | 84.44 | 84.87 | 83.63 | 84.48 | 83.53 | 82.13 | 83.85 | 82.33 | 83.87 | 85.37 |
| 334 | 372 | 40 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 82.92 | 83.90 | 84.55 | 83.93 | 84.88 | 85.83 | 84.25 | 86.50 | 85.91 | 87.17 | 86.85 | 87.05 | 85.87 | 84.34 | 85.42 | 85.10 | 85.09 | 84.56 | 86.29 | 84.81 | 84.29 | 82.55 | 83.56 | 85.30 | 82.44 | 81.75 |
| 335 | 372 | 40 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 83.56 | 83.26 | 83.95 | 83.68 | 84.72 | 84.67 | 87.10 | 87.70 | 83.86 | 84.61 | 85.49 | 85.37 | 83.99 | 85.63 | 84.46 | 86.53 | 85.81 | 86.23 | 85.79 | 83.87 | 82.20 | 83.95 | 82.71 | 83.53 | 82.88 | 84.20 |
| 364 | 372 | 40 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 83.81 | 85.14 | 85.56 | 79.99 | 84.15 | 84.26 | 83.57 | 81.67 | 83.92 | 84.24 | 83.65 | 84.40 | 84.36 | 82.80 | 84.57 | 83.23 | 85.34 | 84.37 | 84.02 | 83.66 | 74.42 | 81.13 | 77.86 | 82.16 | 83.05 | 82.23 |
| 365 | 372 | 40 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.58 | 84.37 | 83.28 | 80.29 | 83.61 | 85.82 | 84.58 | 84.89 | 84.75 | 84.27 | 85.43 | 83.66 | 84.78 | 83.67 | 84.17 | 86.45 | 83.90 | 83.30 | 87.53 | 86.99 | 80.91 | 84.02 | 85.73 | 80.70 | 82.78 | 83.34 |
| 366 | 372 | 40 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 83.12 | 84.48 | 83.30 | 84.92 | 84.63 | 84.23 | 85.66 | 83.18 | 85.87 | 86.00 | 84.41 | 86.56 | 85.79 | 85.49 | 84.10 | 84.79 | 83.74 | 82.98 | 85.38 | 85.45 | 83.66 | 85.32 | 82.97 | 82.78 | 84.87 | 83.49 |
| 367 | 372 | 40 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 81.67 | 85.68 | 82.95 | 84.08 | 84.09 | 83.58 | 85.02 | 84.02 | 85.58 | 87.24 | 86.67 | 85.48 | 84.25 | 83.45 | 85.14 | 84.87 | 85.21 | 85.40 | 83.84 | 85.14 | 83.63 | 84.83 | 83.82 | 82.75 | 84.40 | 83.74 |
| 396 | 372 | 40 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 83.70 | 83.59 | 82.45 | 81.52 | 83.12 | 85.52 | 82.87 | 83.54 | 85.57 | 84.60 | 83.84 | 84.03 | 85.64 | 85.26 | 84.67 | 86.43 | 84.77 | 82.92 | 83.31 | 85.53 | 82.11 | 83.15 | 84.29 | 82.86 | 81.76 | 82.82 |
| 397 | 372 | 40 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 83.60 | 85.75 | 83.71 | 84.61 | 83.72 | 86.11 | 84.28 | 84.59 | 87.12 | 84.05 | 84.56 | 87.96 | 82.87 | 85.53 | 84.69 | 86.08 | 86.06 | 85.16 | 87.21 | 86.44 | 83.88 | 83.12 | 83.52 | 82.29 | 81.77 | 83.71 |
| 398 | 372 | 40 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 84.82 | 85.45 | 84.45 | 84.54 | 82.53 | 85.31 | 85.51 | 85.30 | 85.03 | 84.22 | 86.51 | 84.38 | 84.43 | 87.08 | 86.27 | 87.27 | 84.92 | 86.28 | 85.16 | 87.39 | 80.03 | 84.54 | 82.44 | 83.22 | 84.75 | 82.15 |
| 399 | 372 | 40 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 82.35 | 84.19 | 85.90 | 84.42 | 83.29 | 82.89 | 84.54 | 84.00 | 84.65 | 84.79 | 85.42 | 85.71 | 84.90 | 84.70 | 85.24 | 84.40 | 82.37 | 84.34 | 84.45 | 83.84 | 81.73 | 81.83 | 83.45 | 81.45 | 82.02 | 83.67 |
| 428 | 372 | 40 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 79.24 | 80.99 | 82.60 | 82.41 | 86.19 | 85.07 | 84.08 | 84.29 | 83.85 | 83.11 | 84.70 | 86.24 | 83.93 | 85.48 | 86.06 | 77.19 | 84.89 | 85.29 | 83.69 | 85.15 | 82.27 | 81.41 | 82.00 | 82.50 | 82.16 | 80.98 |
| 429 | 372 | 40 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 83.42 | 85.50 | 84.59 | 85.01 | 83.79 | 84.39 | 84.22 | 84.17 | 85.33 | 86.96 | 82.17 | 83.81 | 86.65 | 86.47 | 84.28 | 85.34 | 84.29 | 86.27 | 86.14 | 83.64 | 83.36 | 83.00 | 81.95 | 85.51 | 82.15 | 84.03 |
| 430 | 372 | 40 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 84.72 | 84.84 | 82.72 | 84.06 | 84.26 | 85.66 | 85.80 | 83.89 | 84.69 | 85.30 | 84.26 | 84.22 | 85.11 | 83.83 | 83.10 | 85.40 | 84.76 | 85.77 | 85.06 | 84.28 | 81.94 | 82.25 | 83.31 | 82.18 | 82.58 | 83.11 |
| 431 | 372 | 40 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 81.86 | 84.06 | 86.16 | 84.68 | 84.34 | 83.96 | 86.52 | 84.34 | 86.35 | 85.05 | 85.58 | 85.38 | 84.93 | 85.81 | 85.42 | 85.44 | 86.27 | 85.70 | 85.86 | 85.56 | 83.75 | 82.16 | 80.72 | 82.55 | 84.07 | 82.07 |
| 460 | 372 | 40 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 79.79 | 83.05 | 82.90 | 84.00 | 83.42 | 83.15 | 83.86 | 82.11 | 86.23 | 85.68 | 83.53 | 86.60 | 80.63 | 83.71 | 86.07 | 87.24 | 82.86 | 82.54 | 84.28 | 86.69 | 80.16 | 83.34 | 75.18 | 81.21 | 80.40 | 83.15 |
| 461 | 372 | 40 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 83.30 | 84.79 | 85.06 | 83.09 | 86.49 | 85.54 | 85.01 | 85.52 | 84.33 | 85.40 | 87.06 | 85.41 | 85.23 | 85.08 | 85.51 | 85.99 | 84.50 | 85.29 | 84.41 | 85.05 | 83.60 | 80.60 | 83.30 | 81.09 | 82.01 | 85.32 |
| 462 | 372 | 40 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 84.94 | 84.08 | 83.06 | 82.96 | 84.83 | 84.11 | 86.01 | 85.82 | 85.04 | 85.29 | 87.63 | 85.82 | 87.36 | 83.57 | 84.40 | 85.13 | 85.46 | 87.38 | 87.64 | 86.30 | 82.99 | 83.45 | 83.19 | 83.94 | 83.27 | 85.04 |
| 463 | 372 | 40 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 82.47 | 84.71 | 83.80 | 83.34 | 84.24 | 84.50 | 85.56 | 84.47 | 86.68 | 84.59 | 86.22 | 84.75 | 87.59 | 86.00 | 84.12 | 87.51 | 86.22 | 86.77 | 85.97 | 86.69 | 80.27 | 82.66 | 83.03 | 82.76 | 83.94 | 84.02 |
| 492 | 372 | 40 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 82.16 | 83.02 | 82.53 | 83.39 | 81.18 | 84.88 | 85.06 | 84.53 | 83.00 | 86.50 | 86.01 | 85.55 | 85.56 | 83.87 | 79.69 | 85.62 | 83.26 | 84.64 | 86.28 | 86.55 | 81.78 | 82.58 | 84.78 | 81.85 | 81.60 | 81.74 |
| 493 | 372 | 40 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 83.27 | 85.88 | 84.19 | 83.00 | 82.95 | 86.93 | 84.93 | 84.92 | 85.30 | 85.48 | 84.48 | 85.33 | 86.47 | 85.18 | 85.30 | 86.37 | 84.08 | 83.95 | 85.34 | 85.02 | 84.96 | 82.79 | 84.07 | 84.52 | 82.89 | 82.29 |
| 494 | 372 | 40 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 82.85 | 81.97 | 83.57 | 84.62 | 83.26 | 85.40 | 84.06 | 86.60 | 86.15 | 85.43 | 85.29 | 85.84 | 84.68 | 83.95 | 85.85 | 86.04 | 85.28 | 85.54 | 86.63 | 84.78 | 82.07 | 79.98 | 83.44 | 82.76 | 84.17 | 85.47 |
| 495 | 372 | 40 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 82.17 | 82.98 | 84.00 | 83.51 | 85.25 | 85.40 | 85.53 | 84.64 | 86.14 | 86.49 | 85.09 | 85.19 | 83.67 | 84.51 | 84.76 | 88.52 | 84.96 | 85.19 | 85.50 | 85.27 | 81.99 | 83.79 | 83.40 | 82.06 | 83.31 | 82.90 |
| 524 | 372 | 40 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 83.90 | 82.81 | 83.13 | 85.64 | 82.66 | 85.91 | 84.85 | 85.43 | 84.80 | 84.53 | 84.01 | 86.66 | 84.00 | 85.09 | 81.96 | 81.92 | 83.46 | 84.27 | 85.84 | 86.04 | 82.52 | 81.06 | 84.85 | 81.87 | 82.80 | 83.37 |
| 525 | 372 | 40 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 82.68 | 85.01 | 81.96 | 86.13 | 82.69 | 84.76 | 85.41 | 85.40 | 83.86 | 85.53 | 84.17 | 86.18 | 85.41 | 84.84 | 83.89 | 84.96 | 85.23 | 85.95 | 85.36 | 86.55 | 82.97 | 83.57 | 81.89 | 82.09 | 83.22 | 83.34 |
| 526 | 372 | 40 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 84.97 | 82.86 | 83.14 | 84.52 | 83.25 | 85.97 | 84.00 | 83.63 | 85.72 | 85.99 | 86.29 | 85.68 | 84.85 | 83.52 | 84.77 | 87.08 | 86.58 | 85.64 | 85.93 | 85.77 | 83.37 | 83.37 | 83.87 | 84.81 | 82.68 | 83.47 |
| 527 | 372 | 40 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 83.91 | 83.03 | 84.81 | 83.01 | 84.56 | 85.86 | 86.01 | 86.29 | 85.85 | 84.52 | 87.56 | 85.73 | 86.13 | 86.56 | 83.52 | 85.77 | 84.68 | 86.69 | 84.25 | 85.32 | 81.36 | 83.74 | 84.80 | 80.55 | 84.45 | 82.51 |
| 556 | 372 | 40 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 80.84 | 70.13 | 83.07 | 84.32 | 83.66 | 83.73 | 85.44 | 86.04 | 84.70 | 84.52 | 83.79 | 86.67 | 83.40 | 83.32 | 83.94 | 85.51 | 84.97 | 85.21 | 86.26 | 85.42 | 81.99 | 84.08 | 82.93 | 80.93 | 82.79 | 82.39 |
| 557 | 372 | 40 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 84.27 | 84.89 | 82.90 | 85.18 | 82.05 | 86.15 | 83.76 | 85.95 | 84.63 | 85.50 | 86.13 | 85.90 | 85.02 | 85.79 | 85.72 | 85.57 | 84.87 | 84.75 | 85.20 | 87.04 | 83.39 | 82.84 | 81.12 | 84.66 | 83.60 | 82.41 |
| 558 | 372 | 40 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 84.42 | 84.28 | 84.24 | 82.07 | 85.29 | 83.96 | 84.84 | 86.05 | 84.99 | 85.90 | 86.18 | 84.93 | 85.19 | 87.54 | 84.20 | 84.69 | 87.57 | 85.02 | 86.13 | 84.67 | 84.50 | 83.97 | 83.29 | 84.38 | 82.14 | 83.12 |
| 559 | 372 | 40 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 84.26 | 83.32 | 83.20 | 83.58 | 85.07 | 84.35 | 85.72 | 83.25 | 83.83 | 84.94 | 84.36 | 83.91 | 84.43 | 86.02 | 84.96 | 85.64 | 84.85 | 86.43 | 87.47 | 85.13 | 82.97 | 83.16 | 83.10 | 83.01 | 84.95 | 83.04 |
| 588 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.48 | 87.19 | 86.27 | 87.50 | 85.55 | 86.70 | 87.51 | 87.35 | 88.79 | 87.38 | 87.82 | 88.32 | 87.08 | 87.10 | 88.17 | 88.29 | 87.92 | 88.40 | 87.40 | 88.10 | 84.85 | 84.93 | 84.72 | 85.16 | 86.02 | 85.28 |
| 589 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.67 | 87.26 | 87.70 | 86.71 | 86.13 | 86.91 | 86.55 | 87.13 | 86.76 | 87.23 | 88.36 | 87.98 | 88.56 | 85.12 | 86.87 | 88.33 | 86.73 | 86.68 | 88.25 | 88.90 | 86.11 | 85.54 | 88.27 | 85.83 | 86.45 | 87.27 |
| 590 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.47 | 87.04 | 85.60 | 87.56 | 86.71 | 85.76 | 87.58 | 86.88 | 86.23 | 86.27 | 88.26 | 85.77 | 87.48 | 86.64 | 86.13 | 87.14 | 87.49 | 87.55 | 89.10 | 87.81 | 84.22 | 86.14 | 88.50 | 85.30 | 85.83 | 86.59 |
| 591 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.64 | 86.34 | 85.40 | 85.98 | 87.41 | 87.61 | 87.04 | 87.04 | 88.40 | 88.53 | 87.50 | 87.53 | 88.21 | 86.06 | 87.34 | 86.44 | 87.43 | 86.83 | 88.24 | 87.82 | 86.60 | 87.07 | 88.98 | 85.76 | 87.43 | 88.45 |
| 620 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.84 | 86.10 | 87.15 | 86.58 | 86.39 | 88.26 | 89.19 | 87.06 | 86.14 | 86.89 | 86.47 | 88.57 | 88.42 | 85.42 | 86.08 | 87.29 | 88.16 | 86.79 | 87.70 | 88.05 | 85.36 | 86.35 | 87.29 | 84.86 | 86.70 | 85.46 |
| 621 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.14 | 87.33 | 86.07 | 84.91 | 86.98 | 87.35 | 87.20 | 87.82 | 86.74 | 86.75 | 87.07 | 87.46 | 87.72 | 86.60 | 87.58 | 87.58 | 86.11 | 87.65 | 87.84 | 87.68 | 85.88 | 86.18 | 86.46 | 84.14 | 85.51 | 84.97 |
| 622 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.39 | 87.82 | 85.84 | 86.69 | 85.57 | 87.85 | 86.75 | 87.19 | 87.30 | 86.81 | 88.68 | 87.47 | 86.92 | 86.12 | 86.30 | 87.59 | 86.29 | 87.45 | 88.58 | 88.02 | 86.64 | 85.32 | 86.89 | 88.42 | 87.27 | 85.69 |
| 623 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 85.64 | 87.47 | 88.86 | 86.13 | 85.97 | 86.55 | 88.34 | 87.41 | 87.65 | 85.99 | 87.86 | 87.69 | 87.55 | 85.38 | 87.18 | 88.22 | 85.62 | 87.45 | 88.41 | 86.94 | 85.01 | 85.30 | 85.79 | 83.22 | 87.28 | 84.85 |
| 652 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.78 | 88.44 | 87.19 | 85.22 | 84.99 | 86.55 | 87.06 | 87.08 | 86.73 | 87.02 | 87.64 | 87.35 | 89.24 | 86.19 | 86.53 | 89.14 | 87.03 | 87.43 | 88.05 | 87.41 | 86.04 | 87.64 | 83.88 | 87.93 | 85.43 | 82.91 |
| 653 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.82 | 86.59 | 87.93 | 85.88 | 85.65 | 86.44 | 87.29 | 87.43 | 87.12 | 86.87 | 87.81 | 86.05 | 86.50 | 86.78 | 88.64 | 87.78 | 86.80 | 87.59 | 87.26 | 85.96 | 84.24 | 86.39 | 88.18 | 85.11 | 86.23 | 85.54 |
| 654 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.19 | 85.80 | 86.21 | 83.80 | 86.20 | 86.66 | 87.44 | 86.53 | 88.34 | 86.86 | 86.67 | 86.19 | 86.09 | 87.34 | 86.25 | 87.40 | 87.13 | 88.01 | 87.64 | 85.42 | 86.83 | 84.41 | 85.59 | 85.23 | 85.91 | 85.41 |
| 655 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.57 | 86.14 | 87.74 | 85.82 | 86.39 | 87.30 | 87.06 | 88.29 | 86.35 | 86.94 | 87.04 | 87.60 | 86.71 | 87.97 | 88.38 | 87.90 | 87.77 | 87.50 | 89.49 | 88.17 | 85.13 | 87.54 | 87.15 | 86.11 | 87.42 | 86.27 |
| 684 | 372 | 40 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.00 | 87.89 | 85.38 | 86.42 | 86.60 | 88.11 | 87.76 | 87.67 | 87.00 | 87.08 | 87.06 | 87.42 | 88.04 | 86.32 | 86.83 | 88.17 | 86.36 | 86.37 | 88.85 | 88.05 | 85.16 | 85.76 | 86.94 | 86.04 | 86.39 | 88.19 |
| 685 | 372 | 40 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.84 | 85.76 | 85.87 | 87.07 | 86.23 | 87.84 | 86.42 | 86.55 | 86.13 | 85.20 | 88.12 | 86.98 | 87.93 | 87.85 | 85.68 | 88.04 | 87.71 | 87.05 | 87.91 | 89.20 | 82.96 | 85.70 | 84.98 | 84.81 | 85.05 | 84.80 |
| 686 | 372 | 40 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 84.28 | 84.94 | 85.39 | 85.74 | 86.54 | 87.41 | 84.20 | 86.36 | 86.33 | 86.86 | 87.56 | 86.99 | 87.18 | 85.58 | 85.50 | 86.46 | 86.53 | 87.69 | 86.12 | 88.10 | 85.89 | 85.03 | 85.76 | 84.23 | 87.71 | 84.15 |
| 687 | 372 | 40 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 84.96 | 85.83 | 85.38 | 85.97 | 86.76 | 86.92 | 86.88 | 87.07 | 87.39 | 86.50 | 87.97 | 87.34 | 86.41 | 86.67 | 86.02 | 86.44 | 85.32 | 88.49 | 87.47 | 88.41 | 86.98 | 83.29 | 86.34 | 85.07 | 85.09 | 84.86 |
| 716 | 372 | 40 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.39 | 87.45 | 86.06 | 86.66 | 86.09 | 87.57 | 86.31 | 88.10 | 87.54 | 86.94 | 88.10 | 88.13 | 88.12 | 87.20 | 86.33 | 87.21 | 88.13 | 85.62 | 88.27 | 87.96 | 84.60 | 85.09 | 85.98 | 83.88 | 85.93 | 87.06 |
| 717 | 372 | 40 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 84.89 | 86.30 | 85.70 | 86.51 | 83.95 | 88.46 | 87.09 | 86.99 | 87.22 | 86.68 | 86.57 | 86.39 | 89.13 | 86.29 | 87.37 | 88.04 | 87.75 | 86.52 | 86.60 | 87.77 | 86.72 | 86.84 | 85.91 | 85.16 | 84.93 | 86.03 |
| 718 | 372 | 40 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 84.90 | 86.65 | 84.81 | 86.21 | 86.36 | 88.57 | 85.75 | 86.00 | 87.75 | 87.46 | 88.38 | 87.30 | 87.55 | 86.68 | 86.00 | 87.90 | 88.42 | 87.47 | 87.01 | 85.73 | 85.29 | 85.37 | 87.32 | 86.43 | 86.60 | 87.67 |
| 719 | 372 | 40 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 85.45 | 86.30 | 86.94 | 86.23 | 86.35 | 85.43 | 86.60 | 87.85 | 87.23 | 87.49 | 87.42 | 86.79 | 86.55 | 87.20 | 87.32 | 87.70 | 85.46 | 87.83 | 87.69 | 85.59 | 86.19 | 84.96 | 86.26 | 87.17 | 83.34 | 85.84 |
| 748 | 372 | 40 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 85.04 | 87.91 | 84.02 | 84.60 | 84.12 | 85.87 | 85.38 | 84.54 | 86.71 | 86.32 | 86.51 | 87.83 | 86.33 | 87.65 | 86.00 | 86.83 | 84.64 | 86.66 | 87.54 | 87.37 | 83.78 | 84.66 | 85.20 | 85.77 | 84.53 | 85.72 |
| 749 | 372 | 40 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 84.58 | 85.97 | 85.88 | 85.90 | 86.41 | 86.84 | 85.67 | 86.05 | 87.77 | 86.09 | 87.11 | 87.76 | 86.64 | 87.37 | 86.27 | 88.29 | 87.73 | 88.10 | 87.24 | 87.03 | 84.91 | 84.81 | 86.19 | 83.65 | 85.26 | 82.52 |
| 750 | 372 | 40 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.61 | 86.13 | 86.35 | 86.52 | 84.96 | 87.30 | 85.91 | 87.76 | 87.01 | 84.88 | 86.48 | 84.48 | 86.79 | 85.16 | 85.77 | 87.23 | 86.14 | 87.21 | 86.10 | 86.99 | 82.98 | 83.59 | 87.82 | 84.55 | 84.54 | 86.24 |
| 751 | 372 | 40 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 84.67 | 84.39 | 87.38 | 84.89 | 87.31 | 88.06 | 88.39 | 86.76 | 87.34 | 86.90 | 86.90 | 85.38 | 87.16 | 86.59 | 86.93 | 88.86 | 84.47 | 86.95 | 88.35 | 85.98 | 86.26 | 86.44 | 84.09 | 83.61 | 85.25 | 84.79 |
| 780 | 372 | 40 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 84.12 | 87.23 | 85.79 | 87.47 | 87.28 | 84.99 | 85.44 | 86.07 | 86.80 | 86.70 | 87.48 | 85.97 | 86.19 | 86.11 | 85.87 | 87.40 | 87.41 | 86.89 | 87.69 | 86.54 | 85.01 | 83.60 | 85.46 | 85.80 | 85.17 | 84.08 |
| 781 | 372 | 40 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 85.63 | 86.06 | 85.02 | 85.55 | 84.04 | 86.68 | 85.47 | 86.87 | 86.66 | 86.50 | 86.23 | 86.86 | 87.51 | 87.69 | 85.59 | 87.60 | 88.00 | 88.45 | 86.58 | 85.29 | 86.32 | 83.91 | 86.19 | 85.49 | 85.06 | 84.97 |
| 782 | 372 | 40 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 85.53 | 87.15 | 86.40 | 85.19 | 84.45 | 86.51 | 87.31 | 86.09 | 87.10 | 86.28 | 86.35 | 87.16 | 87.62 | 86.94 | 85.11 | 87.83 | 87.96 | 86.18 | 85.97 | 86.69 | 85.72 | 83.41 | 84.81 | 84.57 | 85.08 | 86.13 |
| 783 | 372 | 40 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 85.55 | 86.52 | 85.20 | 84.18 | 87.72 | 87.47 | 86.73 | 86.80 | 88.04 | 87.68 | 88.69 | 87.81 | 87.48 | 85.75 | 86.56 | 87.20 | 85.55 | 86.58 | 85.70 | 88.80 | 84.61 | 85.32 | 84.56 | 84.20 | 85.13 | 84.52 |
| 812 | 372 | 40 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 84.57 | 85.32 | 85.43 | 85.46 | 83.91 | 86.72 | 86.97 | 86.14 | 86.66 | 87.02 | 87.37 | 86.82 | 86.59 | 85.72 | 85.56 | 87.86 | 87.54 | 87.23 | 86.10 | 86.25 | 85.03 | 83.36 | 85.23 | 84.98 | 86.14 | 85.17 |
| 813 | 372 | 40 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 85.73 | 86.39 | 84.74 | 85.38 | 86.01 | 85.50 | 84.78 | 86.01 | 85.96 | 85.46 | 87.55 | 86.83 | 85.73 | 86.46 | 85.13 | 86.68 | 85.01 | 85.72 | 87.19 | 85.49 | 83.40 | 83.69 | 83.57 | 82.54 | 84.30 | 84.61 |
| 814 | 372 | 40 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 83.65 | 86.81 | 85.32 | 85.49 | 84.22 | 86.94 | 86.22 | 85.43 | 86.92 | 86.94 | 86.06 | 87.29 | 87.34 | 84.20 | 86.70 | 87.54 | 85.19 | 86.16 | 85.43 | 86.98 | 84.56 | 84.14 | 84.23 | 83.59 | 85.44 | 86.59 |
| 815 | 372 | 40 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.03 | 87.06 | 85.75 | 85.10 | 86.10 | 87.22 | 86.74 | 86.11 | 86.65 | 87.03 | 86.72 | 89.29 | 86.58 | 86.57 | 85.39 | 87.15 | 85.28 | 87.63 | 85.31 | 86.73 | 84.28 | 82.98 | 84.09 | 83.29 | 84.01 | 84.63 |
| 844 | 372 | 40 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 84.17 | 84.28 | 86.56 | 85.32 | 85.47 | 87.07 | 85.34 | 85.40 | 86.99 | 86.57 | 86.66 | 86.89 | 86.65 | 84.36 | 85.63 | 84.87 | 86.42 | 87.87 | 88.36 | 86.22 | 82.94 | 83.60 | 83.87 | 85.21 | 84.82 | 83.87 |
| 845 | 372 | 40 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 84.74 | 86.81 | 85.15 | 85.32 | 83.19 | 85.01 | 84.90 | 84.89 | 86.28 | 85.78 | 88.89 | 85.49 | 87.27 | 87.48 | 86.11 | 86.07 | 86.90 | 86.16 | 86.33 | 86.53 | 84.83 | 83.94 | 83.53 | 83.63 | 84.06 | 85.72 |
| 846 | 372 | 40 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 85.04 | 84.94 | 85.56 | 84.98 | 84.69 | 84.83 | 85.98 | 84.33 | 86.63 | 86.31 | 88.11 | 85.77 | 85.46 | 86.34 | 86.07 | 88.12 | 85.76 | 86.69 | 86.60 | 87.14 | 84.29 | 83.22 | 82.62 | 83.97 | 84.36 | 84.25 |
| 847 | 372 | 40 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 84.67 | 85.96 | 84.95 | 84.33 | 85.08 | 85.96 | 85.86 | 85.69 | 86.28 | 85.12 | 84.54 | 85.95 | 86.70 | 84.99 | 84.77 | 86.19 | 87.04 | 87.31 | 86.24 | 85.10 | 82.94 | 83.12 | 83.16 | 83.69 | 83.69 | 84.65 |
| 876 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.64 | 87.16 | 85.29 | 85.52 | 86.31 | 87.71 | 86.09 | 87.53 | 88.12 | 87.52 | 88.31 | 87.12 | 87.01 | 86.55 | 86.04 | 87.73 | 89.00 | 88.37 | 88.97 | 88.64 | 85.02 | 85.71 | 87.46 | 85.91 | 87.29 | 84.63 |
| 877 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.21 | 87.15 | 85.26 | 87.18 | 86.49 | 86.19 | 87.62 | 86.82 | 88.82 | 88.10 | 87.64 | 87.66 | 89.14 | 86.55 | 87.04 | 86.32 | 86.50 | 87.44 | 87.07 | 87.42 | 85.38 | 85.70 | 88.75 | 85.90 | 84.84 | 84.74 |
| 878 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.20 | 86.56 | 86.20 | 86.07 | 86.66 | 87.53 | 88.12 | 87.84 | 88.03 | 88.13 | 88.03 | 86.93 | 86.96 | 87.77 | 86.19 | 87.82 | 86.07 | 86.91 | 87.58 | 88.12 | 86.66 | 84.63 | 88.23 | 86.53 | 83.82 | 84.96 |
| 879 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.57 | 87.56 | 86.35 | 87.02 | 86.74 | 86.87 | 86.72 | 87.54 | 87.89 | 87.55 | 89.37 | 88.25 | 87.75 | 87.50 | 86.22 | 89.17 | 86.34 | 89.26 | 88.19 | 88.82 | 84.42 | 85.57 | 87.13 | 83.45 | 86.21 | 86.18 |
| 908 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.09 | 87.08 | 85.93 | 86.06 | 87.02 | 86.15 | 85.66 | 88.10 | 88.33 | 87.33 | 86.47 | 88.34 | 86.37 | 85.74 | 85.43 | 86.14 | 87.90 | 87.84 | 88.29 | 87.14 | 86.51 | 86.24 | 86.25 | 85.67 | 86.20 | 84.96 |
| 909 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.32 | 87.55 | 86.66 | 85.45 | 86.48 | 88.92 | 87.36 | 87.46 | 87.50 | 87.42 | 86.90 | 85.83 | 87.84 | 87.27 | 87.28 | 89.02 | 85.38 | 87.71 | 85.45 | 85.86 | 87.10 | 84.83 | 86.47 | 84.21 | 87.71 | 84.98 |
| 910 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.50 | 86.01 | 87.44 | 87.45 | 85.02 | 86.79 | 87.31 | 87.77 | 87.82 | 87.56 | 87.56 | 85.51 | 86.40 | 87.66 | 88.42 | 88.50 | 86.22 | 87.64 | 87.48 | 86.34 | 85.51 | 87.87 | 87.47 | 84.00 | 87.32 | 87.28 |
| 911 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.37 | 86.02 | 86.81 | 88.15 | 86.05 | 87.33 | 87.84 | 87.96 | 88.35 | 88.17 | 86.65 | 86.37 | 87.42 | 87.05 | 88.31 | 88.08 | 87.19 | 87.43 | 88.76 | 87.98 | 87.12 | 85.71 | 86.77 | 85.78 | 86.41 | 86.13 |
| 940 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.65 | 88.03 | 85.27 | 87.05 | 86.97 | 87.80 | 85.85 | 88.19 | 87.49 | 87.44 | 88.23 | 88.09 | 88.65 | 87.24 | 88.04 | 87.74 | 86.36 | 87.44 | 86.93 | 87.76 | 83.49 | 84.65 | 86.83 | 85.52 | 86.39 | 87.30 |
| 941 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.15 | 86.17 | 86.14 | 85.53 | 86.42 | 87.67 | 86.31 | 87.37 | 87.30 | 88.61 | 86.88 | 87.38 | 88.29 | 86.79 | 86.42 | 87.54 | 87.97 | 87.61 | 87.82 | 86.88 | 87.69 | 83.40 | 85.32 | 86.48 | 86.40 | 82.97 |
| 942 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 85.07 | 85.10 | 87.23 | 86.66 | 87.93 | 86.57 | 87.11 | 87.32 | 87.18 | 86.74 | 87.96 | 88.11 | 88.86 | 87.17 | 84.76 | 86.92 | 86.10 | 86.39 | 86.54 | 88.25 | 86.42 | 86.52 | 83.56 | 85.44 | 85.86 | 85.82 |
| 943 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 85.59 | 87.06 | 86.23 | 85.41 | 85.43 | 86.43 | 85.91 | 87.37 | 86.99 | 87.96 | 88.66 | 87.59 | 87.09 | 87.01 | 86.71 | 85.30 | 88.57 | 88.16 | 87.02 | 87.34 | 85.77 | 84.58 | 86.21 | 86.04 | 84.16 | 87.15 |
| 972 | 372 | 40 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 85.27 | 87.22 | 84.55 | 87.76 | 86.78 | 87.47 | 87.22 | 87.55 | 87.37 | 86.81 | 87.66 | 87.18 | 86.65 | 86.16 | 87.68 | 86.50 | 86.15 | 87.05 | 86.86 | 88.39 | 85.92 | 84.15 | 86.40 | 84.70 | 83.94 | 84.62 |
| 973 | 372 | 40 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 84.18 | 86.04 | 86.06 | 85.58 | 86.57 | 86.45 | 85.20 | 85.31 | 88.29 | 85.43 | 88.03 | 87.04 | 86.09 | 87.51 | 87.73 | 88.42 | 86.80 | 89.28 | 87.32 | 86.03 | 84.42 | 85.11 | 87.77 | 83.89 | 86.92 | 86.21 |
| 974 | 372 | 40 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.49 | 85.96 | 85.75 | 86.42 | 84.93 | 86.99 | 87.52 | 87.24 | 86.99 | 86.63 | 87.60 | 87.37 | 88.06 | 86.58 | 86.00 | 87.19 | 84.80 | 86.84 | 87.20 | 86.97 | 86.38 | 84.25 | 87.45 | 86.04 | 86.97 | 86.44 |
| 975 | 372 | 40 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.64 | 88.05 | 86.19 | 85.90 | 86.13 | 87.53 | 87.17 | 85.81 | 87.08 | 86.69 | 88.16 | 87.64 | 89.59 | 86.34 | 87.30 | 87.94 | 88.15 | 87.43 | 87.66 | 87.59 | 84.67 | 83.97 | 86.20 | 86.25 | 87.13 | 85.38 |
| 1004 | 372 | 40 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.12 | 85.38 | 87.84 | 85.83 | 84.93 | 86.68 | 87.26 | 86.42 | 88.29 | 86.76 | 86.96 | 84.47 | 87.23 | 87.02 | 85.10 | 88.27 | 87.94 | 86.97 | 86.94 | 87.48 | 84.24 | 85.86 | 85.34 | 84.72 | 82.56 | 86.66 |
| 1005 | 372 | 40 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.17 | 85.74 | 88.84 | 86.38 | 86.64 | 85.93 | 87.08 | 85.51 | 87.68 | 85.95 | 88.26 | 88.31 | 87.20 | 85.62 | 86.81 | 88.93 | 87.05 | 87.79 | 87.43 | 86.45 | 86.14 | 86.16 | 85.54 | 84.78 | 85.11 | 84.65 |
| 1006 | 372 | 40 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 84.61 | 86.79 | 86.95 | 86.17 | 84.82 | 88.53 | 88.23 | 85.75 | 85.99 | 87.38 | 87.27 | 87.15 | 87.25 | 87.18 | 85.38 | 88.11 | 84.69 | 86.40 | 87.54 | 87.04 | 85.23 | 86.41 | 84.94 | 85.77 | 87.44 | 84.50 |
| 1007 | 372 | 40 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.41 | 84.53 | 84.81 | 84.49 | 86.63 | 87.10 | 87.08 | 86.52 | 86.08 | 88.33 | 86.99 | 87.30 | 89.25 | 86.39 | 86.71 | 88.60 | 86.19 | 89.23 | 88.04 | 87.54 | 85.83 | 83.43 | 84.55 | 84.94 | 85.93 | 85.22 |
| 1036 | 372 | 40 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 84.94 | 84.80 | 85.10 | 86.14 | 87.04 | 87.49 | 86.64 | 86.24 | 87.08 | 86.47 | 86.86 | 87.26 | 86.71 | 87.45 | 84.44 | 88.15 | 86.09 | 87.58 | 87.08 | 87.51 | 84.15 | 85.07 | 86.59 | 85.61 | 85.67 | 86.81 |
| 1037 | 372 | 40 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.22 | 85.01 | 86.94 | 86.14 | 87.28 | 87.13 | 87.38 | 85.49 | 85.76 | 87.27 | 87.67 | 87.78 | 85.13 | 85.97 | 86.45 | 88.38 | 87.97 | 85.41 | 87.16 | 87.64 | 85.51 | 84.65 | 82.91 | 84.12 | 86.70 | 84.34 |
| 1038 | 372 | 40 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.28 | 85.78 | 87.88 | 85.19 | 86.37 | 86.15 | 86.82 | 87.22 | 86.05 | 86.55 | 88.84 | 85.37 | 87.64 | 87.22 | 85.89 | 85.65 | 87.55 | 87.37 | 87.95 | 86.96 | 84.70 | 84.97 | 84.76 | 86.07 | 86.73 | 87.13 |
| 1039 | 372 | 40 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.44 | 86.58 | 85.01 | 86.15 | 87.18 | 86.98 | 88.60 | 88.74 | 88.32 | 86.18 | 88.57 | 85.49 | 87.26 | 88.34 | 84.90 | 88.60 | 85.25 | 86.36 | 87.70 | 86.86 | 86.28 | 82.98 | 85.54 | 83.83 | 85.44 | 83.56 |
| 1068 | 372 | 40 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 85.37 | 86.98 | 86.28 | 85.82 | 83.83 | 85.78 | 86.34 | 86.11 | 87.31 | 86.57 | 87.11 | 87.53 | 86.22 | 85.61 | 85.84 | 86.73 | 85.73 | 88.29 | 86.92 | 87.62 | 86.26 | 84.77 | 87.37 | 84.80 | 85.58 | 85.46 |
| 1069 | 372 | 40 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 85.39 | 85.86 | 85.82 | 86.98 | 86.69 | 86.59 | 86.11 | 86.91 | 86.07 | 85.87 | 87.75 | 87.71 | 87.53 | 86.09 | 86.72 | 86.34 | 87.39 | 87.59 | 88.37 | 87.73 | 84.36 | 85.42 | 84.08 | 83.43 | 85.78 | 84.05 |
| 1070 | 372 | 40 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 84.73 | 87.62 | 85.62 | 86.03 | 84.64 | 86.57 | 85.21 | 86.59 | 85.17 | 85.96 | 86.45 | 87.21 | 85.96 | 86.21 | 86.63 | 87.20 | 87.70 | 86.20 | 87.25 | 87.45 | 86.02 | 83.13 | 84.60 | 84.65 | 83.86 | 85.35 |
| 1071 | 372 | 40 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 85.69 | 85.05 | 84.79 | 85.14 | 85.20 | 86.45 | 86.35 | 86.69 | 85.97 | 86.09 | 87.80 | 87.80 | 86.76 | 86.06 | 87.17 | 87.05 | 87.89 | 86.82 | 87.37 | 87.55 | 84.17 | 82.45 | 86.59 | 83.75 | 85.70 | 85.74 |
| 1100 | 372 | 40 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 84.84 | 85.57 | 84.77 | 85.61 | 85.52 | 87.39 | 85.59 | 86.93 | 87.05 | 86.38 | 86.76 | 87.13 | 85.90 | 87.29 | 85.57 | 87.42 | 87.51 | 87.13 | 86.19 | 87.77 | 83.57 | 83.91 | 84.20 | 84.03 | 84.45 | 84.72 |
| 1101 | 372 | 40 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 84.00 | 85.59 | 84.66 | 85.32 | 84.81 | 86.16 | 86.32 | 86.97 | 85.70 | 85.99 | 86.81 | 87.68 | 87.13 | 87.36 | 84.96 | 87.17 | 87.54 | 86.17 | 87.90 | 85.19 | 83.68 | 84.83 | 84.04 | 83.28 | 85.34 | 83.75 |
| 1102 | 372 | 40 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 85.67 | 86.58 | 84.90 | 85.16 | 86.04 | 86.48 | 85.23 | 86.26 | 85.94 | 86.15 | 85.46 | 85.61 | 86.44 | 85.96 | 85.35 | 86.74 | 86.24 | 84.24 | 87.14 | 86.52 | 84.80 | 83.99 | 84.85 | 82.62 | 84.88 | 84.15 |
| 1103 | 372 | 40 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 85.10 | 85.45 | 85.20 | 86.39 | 86.31 | 86.29 | 85.33 | 86.49 | 87.56 | 86.33 | 88.41 | 85.75 | 87.73 | 85.62 | 86.12 | 87.15 | 86.07 | 87.44 | 87.36 | 86.96 | 84.39 | 83.76 | 86.32 | 83.15 | 83.97 | 83.55 |
| 1132 | 372 | 40 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.92 | 86.27 | 86.86 | 84.54 | 85.36 | 86.68 | 85.47 | 84.63 | 86.67 | 85.90 | 86.56 | 84.42 | 86.07 | 86.48 | 84.65 | 85.47 | 86.16 | 86.51 | 86.43 | 86.85 | 82.78 | 85.11 | 83.20 | 83.92 | 84.13 | 84.75 |
| 1133 | 372 | 40 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 83.92 | 83.94 | 85.43 | 85.12 | 85.93 | 85.94 | 87.29 | 85.49 | 86.16 | 85.96 | 87.12 | 86.31 | 85.54 | 83.79 | 85.42 | 86.42 | 86.68 | 85.81 | 85.70 | 86.66 | 85.26 | 83.37 | 83.63 | 84.36 | 83.35 | 83.02 |
| 1134 | 372 | 40 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 83.57 | 83.40 | 84.10 | 85.70 | 85.49 | 86.62 | 85.75 | 88.33 | 86.59 | 85.26 | 85.29 | 86.81 | 88.58 | 84.57 | 85.14 | 85.81 | 85.46 | 86.71 | 86.04 | 86.71 | 84.74 | 83.71 | 82.99 | 85.23 | 83.36 | 84.71 |
| 1135 | 372 | 40 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 83.44 | 84.32 | 85.23 | 86.92 | 85.11 | 86.69 | 85.21 | 83.85 | 86.58 | 85.70 | 87.42 | 87.49 | 86.84 | 85.10 | 85.75 | 84.94 | 85.41 | 86.80 | 86.42 | 86.13 | 85.90 | 83.32 | 83.88 | 84.78 | 83.87 | 83.36 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 372 | 40 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.78 | 86.37 | 88.49 | 84.48 | 88.95 | 86.78 | 88.99 | 88.91 | 89.21 | 88.88 | 86.12 | 86.58 | 90.34 | 90.28 | 86.25 | 89.84 | 86.25 | 90.26 | 89.05 | 88.07 | 85.71 | 86.19 | 85.79 | 84.52 | 87.80 | 84.30 |
| 13 | 372 | 40 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.76 | 89.27 | 91.20 | 88.13 | 87.24 | 87.60 | 89.60 | 88.54 | 87.82 | 89.50 | 88.29 | 88.83 | 91.43 | 87.47 | 89.26 | 89.31 | 88.67 | 87.36 | 87.11 | 90.85 | 87.09 | 85.32 | 88.70 | 85.91 | 88.00 | 87.21 |
| 14 | 372 | 40 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.49 | 85.05 | 87.92 | 87.17 | 89.60 | 85.22 | 86.89 | 86.34 | 86.08 | 85.12 | 88.62 | 84.11 | 88.55 | 88.24 | 84.57 | 87.42 | 86.91 | 83.43 | 84.75 | 86.66 | 85.38 | 85.39 | 87.70 | 87.48 | 86.51 | 85.56 |
| 15 | 372 | 40 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.03 | 87.73 | 89.22 | 86.63 | 89.41 | 86.41 | 89.97 | 88.20 | 86.26 | 88.38 | 89.10 | 88.50 | 89.65 | 89.42 | 86.89 | 87.76 | 89.80 | 87.81 | 88.38 | 86.63 | 89.65 | 86.42 | 87.90 | 86.27 | 85.77 | 88.09 |
| 44 | 372 | 40 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 84.67 | 85.55 | 87.25 | 84.87 | 84.26 | 85.38 | 89.09 | 87.27 | 85.99 | 88.60 | 86.44 | 87.02 | 87.24 | 87.91 | 85.72 | 88.13 | 85.91 | 85.02 | 85.33 | 85.98 | 85.82 | 88.13 | 19.58 | 87.12 | 87.96 | 84.40 |
| 45 | 372 | 40 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.45 | 89.67 | 86.81 | 89.33 | 87.74 | 87.47 | 88.11 | 90.91 | 88.82 | 86.14 | 90.07 | 88.74 | 89.29 | 88.66 | 89.36 | 87.67 | 90.95 | 88.56 | 89.25 | 89.95 | 87.86 | 86.96 | 88.56 | 86.68 | 88.63 | 89.32 |
| 46 | 372 | 40 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.80 | 88.37 | 88.71 | 87.58 | 86.75 | 86.07 | 88.61 | 85.70 | 87.14 | 87.16 | 89.16 | 88.94 | 90.52 | 88.58 | 86.45 | 89.44 | 88.27 | 88.49 | 88.69 | 87.55 | 87.24 | 86.31 | 89.88 | 85.27 | 87.39 | 86.82 |
| 47 | 372 | 40 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.20 | 87.75 | 88.64 | 87.34 | 88.81 | 86.29 | 89.30 | 86.40 | 88.20 | 90.11 | 87.66 | 88.49 | 90.41 | 87.88 | 87.36 | 88.73 | 88.63 | 86.70 | 86.70 | 87.86 | 87.83 | 86.97 | 86.22 | 87.76 | 86.01 | 88.50 |
| 76 | 372 | 40 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.02 | 83.99 | 88.28 | 88.78 | 88.20 | 86.73 | 86.85 | 87.97 | 91.17 | 89.49 | 86.79 | 86.81 | 90.20 | 87.41 | 86.03 | 88.50 | 88.78 | 88.76 | 88.70 | 88.99 | 86.45 | 88.46 | 88.28 | 85.69 | 88.05 | 85.90 |
| 77 | 372 | 40 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.90 | 88.25 | 85.28 | 88.00 | 86.16 | 88.30 | 89.52 | 90.85 | 88.07 | 88.11 | 87.36 | 88.97 | 89.15 | 89.69 | 87.48 | 91.36 | 90.11 | 90.16 | 89.34 | 91.39 | 87.36 | 87.85 | 89.06 | 80.26 | 87.74 | 86.08 |
| 78 | 372 | 40 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.79 | 89.09 | 88.85 | 88.28 | 89.43 | 88.37 | 88.11 | 90.63 | 90.09 | 90.84 | 86.79 | 89.30 | 89.60 | 88.80 | 87.48 | 91.17 | 90.55 | 88.06 | 90.66 | 88.10 | 88.83 | 86.80 | 87.79 | 88.66 | 88.59 | 88.19 |
| 79 | 372 | 40 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.00 | 89.10 | 88.20 | 87.65 | 87.41 | 88.04 | 87.91 | 90.17 | 89.52 | 90.53 | 89.10 | 88.36 | 88.12 | 89.39 | 87.34 | 90.07 | 87.39 | 87.34 | 88.75 | 88.56 | 89.29 | 88.04 | 90.65 | 89.25 | 86.86 | 87.19 |
| 108 | 372 | 40 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 85.98 | 88.39 | 87.75 | 83.46 | 87.51 | 86.03 | 86.35 | 88.42 | 84.74 | 86.44 | 86.20 | 87.86 | 90.66 | 89.04 | 86.32 | 88.75 | 89.74 | 87.40 | 88.76 | 87.63 | 86.67 | 88.20 | 89.76 | 85.36 | 86.71 | 88.51 |
| 109 | 372 | 40 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.56 | 90.29 | 87.76 | 90.01 | 88.11 | 86.83 | 86.57 | 89.41 | 89.00 | 88.02 | 87.64 | 86.48 | 87.22 | 89.20 | 87.92 | 90.72 | 89.38 | 88.82 | 89.79 | 89.49 | 87.93 | 87.74 | 87.07 | 87.20 | 86.07 | 87.15 |
| 110 | 372 | 40 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 85.73 | 87.72 | 86.87 | 88.85 | 85.21 | 86.11 | 87.35 | 87.86 | 87.72 | 85.03 | 89.05 | 87.70 | 87.74 | 87.20 | 80.66 | 88.14 | 86.76 | 86.89 | 86.44 | 87.70 | 86.57 | 87.91 | 88.40 | 85.43 | 83.28 | 84.75 |
| 111 | 372 | 40 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.02 | 87.29 | 87.41 | 88.46 | 87.22 | 87.33 | 88.62 | 88.05 | 87.57 | 87.46 | 87.64 | 89.23 | 89.38 | 88.94 | 86.16 | 88.62 | 88.79 | 86.34 | 88.74 | 90.46 | 88.63 | 89.60 | 88.61 | 89.05 | 87.42 | 87.26 |
| 140 | 372 | 40 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.30 | 88.90 | 88.51 | 87.96 | 89.65 | 87.04 | 89.44 | 87.71 | 88.85 | 89.09 | 87.32 | 88.16 | 90.74 | 87.34 | 87.70 | 88.75 | 88.47 | 89.04 | 88.14 | 87.98 | 85.63 | 88.52 | 88.08 | 88.76 | 87.66 | 89.61 |
| 141 | 372 | 40 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.43 | 85.64 | 87.31 | 87.85 | 88.06 | 85.94 | 88.77 | 88.36 | 87.21 | 86.88 | 88.02 | 87.20 | 90.80 | 89.01 | 89.63 | 90.85 | 88.27 | 88.39 | 89.45 | 86.45 | 89.15 | 89.18 | 87.47 | 86.91 | 88.05 | 88.76 |
| 142 | 372 | 40 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.19 | 86.93 | 89.04 | 87.61 | 89.12 | 87.29 | 89.36 | 87.63 | 90.31 | 89.08 | 87.54 | 89.10 | 89.64 | 88.22 | 88.52 | 87.08 | 88.69 | 89.68 | 90.15 | 88.72 | 85.84 | 87.63 | 88.31 | 85.58 | 86.74 | 85.59 |
| 143 | 372 | 40 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.82 | 89.22 | 88.67 | 89.26 | 87.99 | 86.11 | 88.99 | 90.13 | 90.51 | 89.13 | 87.90 | 89.26 | 89.66 | 88.67 | 88.75 | 91.30 | 86.30 | 89.14 | 88.39 | 89.09 | 89.15 | 87.28 | 89.76 | 88.14 | 86.83 | 88.96 |
| 172 | 372 | 40 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.28 | 83.89 | 88.96 | 87.30 | 88.89 | 86.66 | 87.91 | 83.42 | 89.33 | 88.83 | 87.48 | 89.03 | 87.85 | 87.94 | 89.34 | 87.72 | 88.31 | 89.59 | 86.56 | 89.34 | 86.94 | 86.34 | 86.49 | 70.41 | 90.13 | 84.39 |
| 173 | 372 | 40 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.27 | 86.59 | 88.42 | 87.58 | 88.49 | 88.44 | 86.51 | 91.02 | 87.49 | 89.78 | 88.87 | 89.20 | 85.08 | 89.69 | 88.82 | 90.18 | 88.71 | 89.12 | 87.87 | 86.51 | 89.58 | 89.03 | 90.03 | 88.75 | 87.02 | 89.56 |
| 174 | 372 | 40 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.01 | 88.60 | 89.46 | 87.14 | 85.80 | 87.30 | 88.78 | 88.03 | 90.60 | 88.78 | 88.23 | 89.77 | 87.43 | 90.00 | 89.34 | 91.28 | 88.62 | 88.59 | 89.13 | 87.49 | 87.86 | 87.48 | 90.74 | 86.82 | 88.54 | 85.73 |
| 175 | 372 | 40 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.51 | 86.54 | 88.97 | 89.39 | 87.89 | 87.64 | 87.82 | 87.24 | 87.35 | 90.53 | 87.66 | 89.24 | 88.70 | 89.67 | 86.99 | 88.61 | 90.23 | 89.79 | 90.65 | 88.84 | 87.86 | 86.50 | 88.07 | 86.48 | 86.58 | 87.80 |
| 204 | 372 | 40 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.60 | 87.31 | 88.00 | 19.58 | 87.24 | 85.72 | 84.62 | 89.03 | 89.10 | 89.68 | 86.80 | 88.30 | 90.31 | 88.07 | 85.09 | 88.98 | 87.10 | 86.85 | 88.11 | 89.21 | 88.65 | 87.75 | 88.47 | 87.38 | 84.50 | 79.83 |
| 205 | 372 | 40 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.55 | 88.03 | 89.31 | 89.13 | 89.37 | 86.94 | 89.42 | 88.96 | 89.16 | 90.10 | 87.76 | 88.97 | 88.13 | 88.88 | 88.60 | 87.88 | 89.87 | 89.42 | 88.11 | 87.57 | 89.52 | 86.55 | 90.36 | 88.49 | 90.01 | 89.05 |
| 206 | 372 | 40 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.42 | 87.43 | 87.00 | 87.98 | 87.86 | 86.72 | 88.06 | 89.46 | 89.03 | 89.51 | 87.69 | 89.19 | 90.52 | 89.80 | 88.45 | 89.58 | 89.20 | 89.81 | 89.38 | 89.71 | 88.71 | 88.97 | 89.32 | 87.11 | 88.46 | 88.30 |
| 207 | 372 | 40 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.49 | 88.71 | 19.58 | 88.70 | 89.09 | 86.48 | 88.46 | 87.31 | 88.75 | 87.64 | 88.53 | 87.43 | 88.00 | 89.77 | 86.18 | 86.41 | 90.50 | 88.99 | 88.35 | 87.67 | 89.13 | 86.90 | 89.31 | 86.23 | 86.59 | 86.59 |
| 236 | 372 | 40 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.74 | 87.59 | 87.20 | 87.18 | 88.06 | 87.71 | 87.79 | 87.30 | 84.97 | 89.10 | 87.77 | 87.89 | 90.49 | 87.81 | 87.75 | 89.22 | 87.05 | 87.65 | 88.08 | 87.93 | 88.59 | 88.92 | 89.20 | 87.03 | 88.28 | 87.93 |
| 237 | 372 | 40 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.07 | 88.82 | 89.61 | 87.71 | 91.17 | 86.85 | 89.34 | 89.15 | 86.58 | 89.24 | 88.13 | 88.57 | 89.77 | 88.35 | 90.99 | 90.45 | 88.70 | 91.35 | 89.45 | 88.87 | 88.72 | 87.90 | 87.40 | 87.98 | 89.61 | 88.19 |
| 238 | 372 | 40 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.14 | 88.78 | 88.49 | 85.73 | 87.99 | 89.10 | 88.55 | 88.77 | 89.12 | 87.40 | 87.62 | 89.75 | 85.61 | 88.21 | 89.10 | 88.27 | 88.75 | 90.15 | 88.63 | 88.82 | 86.79 | 86.43 | 89.68 | 88.75 | 86.39 | 88.46 |
| 239 | 372 | 40 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.40 | 89.47 | 88.61 | 88.94 | 89.11 | 86.99 | 89.65 | 88.88 | 89.73 | 87.59 | 88.25 | 88.17 | 92.00 | 88.01 | 90.35 | 87.20 | 89.39 | 90.13 | 89.12 | 88.54 | 87.32 | 88.86 | 89.31 | 87.40 | 89.15 | 87.91 |
| 268 | 372 | 40 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.06 | 89.16 | 88.31 | 88.61 | 88.11 | 88.48 | 89.79 | 89.13 | 88.42 | 90.00 | 86.31 | 89.30 | 87.17 | 88.22 | 87.01 | 89.98 | 86.40 | 89.78 | 87.77 | 89.04 | 87.35 | 86.94 | 90.72 | 87.88 | 87.93 | 87.53 |
| 269 | 372 | 40 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.24 | 88.84 | 87.63 | 85.15 | 88.84 | 87.72 | 89.07 | 87.39 | 89.95 | 90.03 | 88.98 | 87.38 | 88.04 | 87.83 | 87.60 | 89.78 | 88.25 | 88.95 | 88.36 | 89.27 | 86.83 | 86.51 | 89.70 | 88.34 | 87.31 | 85.99 |
| 270 | 372 | 40 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.45 | 90.91 | 91.76 | 89.18 | 90.29 | 87.66 | 87.56 | 88.81 | 89.42 | 87.45 | 86.55 | 87.68 | 89.97 | 87.93 | 87.71 | 89.19 | 88.09 | 88.70 | 89.94 | 88.90 | 88.45 | 87.92 | 87.33 | 87.30 | 88.06 | 88.26 |
| 271 | 372 | 40 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.56 | 90.71 | 89.47 | 88.31 | 89.83 | 87.67 | 88.81 | 89.10 | 88.98 | 90.35 | 89.62 | 87.55 | 89.66 | 89.63 | 86.53 | 88.62 | 87.03 | 88.47 | 88.72 | 88.40 | 89.02 | 88.25 | 87.95 | 88.50 | 87.73 | 87.72 |
| 300 | 372 | 40 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.93 | 85.20 | 87.59 | 87.55 | 19.58 | 86.49 | 88.94 | 85.93 | 86.63 | 88.32 | 87.56 | 85.60 | 87.08 | 85.32 | 86.95 | 88.64 | 89.06 | 86.84 | 87.94 | 87.65 | 87.38 | 87.27 | 86.63 | 86.75 | 85.21 | 87.66 |
| 301 | 372 | 40 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.04 | 86.30 | 87.21 | 87.89 | 87.61 | 86.76 | 88.88 | 87.84 | 87.40 | 85.72 | 89.80 | 86.16 | 88.10 | 89.10 | 85.48 | 87.94 | 88.00 | 85.81 | 89.53 | 86.76 | 88.62 | 88.17 | 87.10 | 87.13 | 85.56 | 87.72 |
| 302 | 372 | 40 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.48 | 88.12 | 89.59 | 87.18 | 88.24 | 88.35 | 90.51 | 86.63 | 89.01 | 87.32 | 89.26 | 88.65 | 88.06 | 89.42 | 87.88 | 88.99 | 88.96 | 88.79 | 87.97 | 86.92 | 87.68 | 88.08 | 89.40 | 89.74 | 87.39 | 86.51 |
| 303 | 372 | 40 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.91 | 87.05 | 89.29 | 87.02 | 90.19 | 87.33 | 88.33 | 86.66 | 88.47 | 86.12 | 85.80 | 88.96 | 89.06 | 87.12 | 83.78 | 89.47 | 88.77 | 86.12 | 88.00 | 87.10 | 86.64 | 88.28 | 88.84 | 87.40 | 87.55 | 84.19 |
| 332 | 372 | 40 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.47 | 79.89 | 86.24 | 86.71 | 87.64 | 86.80 | 86.50 | 88.72 | 90.40 | 88.25 | 87.80 | 88.04 | 88.97 | 89.50 | 85.83 | 88.64 | 88.25 | 88.30 | 89.36 | 88.96 | 85.73 | 85.34 | 88.00 | 86.18 | 85.83 | 87.55 |
| 333 | 372 | 40 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.13 | 88.58 | 90.36 | 87.67 | 90.48 | 86.98 | 90.27 | 87.91 | 88.08 | 91.53 | 88.83 | 87.17 | 89.48 | 89.56 | 87.98 | 88.42 | 90.06 | 89.00 | 89.02 | 89.10 | 88.98 | 87.19 | 91.26 | 86.84 | 87.27 | 89.50 |
| 334 | 372 | 40 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.46 | 88.57 | 90.00 | 88.23 | 89.00 | 89.38 | 88.91 | 90.77 | 90.52 | 91.71 | 89.70 | 89.32 | 89.32 | 87.05 | 87.32 | 89.73 | 88.47 | 89.99 | 91.45 | 87.18 | 89.17 | 87.10 | 89.57 | 88.50 | 86.99 | 86.34 |
| 335 | 372 | 40 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.41 | 86.38 | 89.07 | 84.58 | 88.35 | 85.53 | 89.88 | 90.74 | 87.45 | 88.51 | 89.37 | 88.76 | 89.14 | 89.59 | 88.11 | 91.40 | 89.29 | 89.69 | 88.94 | 87.15 | 86.81 | 90.35 | 87.18 | 86.31 | 86.19 | 88.80 |
| 364 | 372 | 40 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.28 | 89.94 | 90.83 | 84.38 | 88.11 | 86.05 | 89.87 | 86.06 | 87.00 | 87.88 | 88.24 | 87.74 | 88.85 | 87.75 | 86.75 | 88.62 | 89.18 | 87.10 | 87.32 | 87.31 | 77.91 | 88.03 | 83.75 | 86.92 | 88.82 | 87.74 |
| 365 | 372 | 40 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.21 | 86.82 | 88.35 | 84.72 | 86.32 | 87.11 | 90.40 | 88.22 | 89.23 | 89.45 | 88.57 | 88.32 | 88.79 | 89.41 | 87.48 | 89.47 | 90.21 | 88.26 | 90.84 | 91.29 | 85.33 | 88.58 | 90.64 | 86.36 | 86.15 | 88.20 |
| 366 | 372 | 40 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.96 | 89.57 | 88.98 | 89.27 | 88.87 | 88.81 | 90.65 | 87.91 | 90.50 | 89.84 | 87.60 | 89.28 | 88.33 | 90.07 | 87.39 | 88.74 | 86.35 | 88.21 | 88.92 | 88.72 | 88.85 | 90.03 | 88.14 | 85.66 | 89.96 | 88.63 |
| 367 | 372 | 40 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.24 | 87.82 | 88.01 | 88.06 | 90.16 | 87.32 | 89.04 | 87.23 | 90.45 | 90.68 | 89.43 | 89.01 | 88.97 | 87.31 | 89.56 | 87.98 | 88.08 | 90.10 | 88.42 | 88.69 | 88.86 | 89.19 | 88.82 | 85.98 | 88.76 | 88.83 |
| 396 | 372 | 40 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.40 | 87.72 | 85.83 | 84.68 | 87.74 | 87.50 | 84.92 | 87.45 | 89.57 | 88.83 | 87.27 | 87.76 | 89.77 | 87.76 | 87.81 | 87.44 | 87.42 | 87.50 | 87.74 | 88.03 | 88.22 | 87.87 | 89.96 | 87.25 | 85.67 | 86.61 |
| 397 | 372 | 40 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.93 | 88.39 | 88.66 | 87.84 | 88.24 | 86.38 | 88.03 | 86.47 | 89.04 | 84.97 | 89.61 | 88.97 | 88.45 | 89.88 | 86.07 | 89.86 | 89.18 | 89.73 | 89.72 | 86.54 | 89.26 | 88.47 | 88.03 | 86.65 | 86.53 | 88.12 |
| 398 | 372 | 40 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.63 | 87.04 | 89.09 | 87.78 | 86.79 | 89.00 | 88.28 | 88.73 | 85.84 | 89.18 | 87.90 | 87.93 | 88.48 | 89.30 | 87.85 | 89.15 | 89.32 | 91.83 | 87.74 | 89.55 | 87.27 | 88.71 | 87.86 | 88.90 | 88.56 | 87.50 |
| 399 | 372 | 40 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.39 | 88.19 | 90.02 | 87.04 | 87.81 | 88.35 | 86.05 | 86.64 | 88.14 | 88.31 | 87.07 | 87.95 | 89.46 | 87.57 | 85.69 | 87.41 | 87.75 | 88.09 | 88.17 | 88.35 | 86.17 | 86.69 | 87.91 | 87.04 | 88.38 | 87.05 |
| 428 | 372 | 40 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 83.54 | 85.83 | 87.00 | 86.87 | 88.05 | 87.74 | 89.37 | 86.49 | 88.86 | 88.33 | 86.55 | 87.83 | 88.51 | 89.98 | 87.72 | 81.74 | 89.99 | 88.67 | 87.54 | 87.36 | 87.24 | 89.07 | 87.86 | 87.70 | 87.34 | 86.60 |
| 429 | 372 | 40 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.24 | 88.60 | 89.05 | 87.61 | 88.48 | 86.13 | 88.86 | 88.51 | 89.68 | 89.58 | 85.82 | 87.21 | 90.12 | 87.43 | 87.19 | 89.37 | 88.99 | 87.71 | 89.32 | 88.15 | 88.54 | 88.48 | 86.61 | 89.30 | 87.66 | 88.24 |
| 430 | 372 | 40 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.71 | 88.81 | 88.65 | 87.31 | 87.83 | 87.63 | 89.78 | 85.57 | 89.31 | 89.54 | 89.04 | 86.90 | 87.86 | 87.14 | 86.54 | 89.13 | 88.64 | 90.36 | 87.71 | 87.92 | 86.22 | 84.83 | 88.62 | 87.00 | 86.96 | 86.24 |
| 431 | 372 | 40 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.19 | 87.95 | 90.32 | 88.63 | 90.17 | 87.69 | 91.38 | 87.19 | 88.43 | 87.84 | 89.03 | 87.28 | 89.62 | 90.77 | 88.82 | 89.62 | 89.72 | 90.57 | 89.76 | 88.16 | 87.98 | 88.22 | 86.03 | 87.74 | 87.66 | 86.32 |
| 460 | 372 | 40 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 85.06 | 87.26 | 87.47 | 88.11 | 86.98 | 85.54 | 87.19 | 87.34 | 88.38 | 89.32 | 86.89 | 87.54 | 84.08 | 87.41 | 88.46 | 89.63 | 87.59 | 85.98 | 87.69 | 88.17 | 84.77 | 87.76 | 79.42 | 87.47 | 84.42 | 88.71 |
| 461 | 372 | 40 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.67 | 88.48 | 90.49 | 86.68 | 91.81 | 87.95 | 89.22 | 88.28 | 87.64 | 90.08 | 91.49 | 87.16 | 89.60 | 90.50 | 89.46 | 89.22 | 89.22 | 89.19 | 89.73 | 88.66 | 88.95 | 87.74 | 87.97 | 87.00 | 88.17 | 89.07 |
| 462 | 372 | 40 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.25 | 87.46 | 89.23 | 88.41 | 90.71 | 88.06 | 91.01 | 88.13 | 87.32 | 90.09 | 90.66 | 89.90 | 91.21 | 89.54 | 88.56 | 89.69 | 91.47 | 89.51 | 91.07 | 89.68 | 90.60 | 87.39 | 88.97 | 88.62 | 87.97 | 87.50 |
| 463 | 372 | 40 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.74 | 88.75 | 87.82 | 86.77 | 92.08 | 86.72 | 88.68 | 89.25 | 90.79 | 86.12 | 90.03 | 87.17 | 91.19 | 90.77 | 87.86 | 91.82 | 88.40 | 88.71 | 90.32 | 90.39 | 85.53 | 87.86 | 87.92 | 87.94 | 88.48 | 87.75 |
| 492 | 372 | 40 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.33 | 88.86 | 87.89 | 88.60 | 86.58 | 85.66 | 87.35 | 89.15 | 88.40 | 89.21 | 89.30 | 88.35 | 89.68 | 88.47 | 82.62 | 89.64 | 87.84 | 87.07 | 88.84 | 87.70 | 87.31 | 88.53 | 88.16 | 87.24 | 86.80 | 88.24 |
| 493 | 372 | 40 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.25 | 90.82 | 86.68 | 87.35 | 87.61 | 87.31 | 86.41 | 86.90 | 86.62 | 89.24 | 90.61 | 87.72 | 90.73 | 88.28 | 86.20 | 89.00 | 88.09 | 89.17 | 88.23 | 87.91 | 88.54 | 86.67 | 89.45 | 89.56 | 86.83 | 86.25 |
| 494 | 372 | 40 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.01 | 87.88 | 89.06 | 88.01 | 88.39 | 86.93 | 89.09 | 87.92 | 89.55 | 88.93 | 89.29 | 89.31 | 89.15 | 87.64 | 89.30 | 90.37 | 88.97 | 89.15 | 89.12 | 88.47 | 87.25 | 86.77 | 88.37 | 87.23 | 87.37 | 88.23 |
| 495 | 372 | 40 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.15 | 87.84 | 88.97 | 88.23 | 89.27 | 87.16 | 88.85 | 89.38 | 88.53 | 87.82 | 88.44 | 87.80 | 88.09 | 88.30 | 87.26 | 89.97 | 88.01 | 89.32 | 89.07 | 89.08 | 89.03 | 89.14 | 88.96 | 87.17 | 87.93 | 86.73 |
| 524 | 372 | 40 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.72 | 86.48 | 85.92 | 88.75 | 86.42 | 87.77 | 88.32 | 87.89 | 87.44 | 89.47 | 87.77 | 89.55 | 87.42 | 88.02 | 86.44 | 88.27 | 88.41 | 87.39 | 87.66 | 87.60 | 88.06 | 87.54 | 90.11 | 86.17 | 88.43 | 87.18 |
| 525 | 372 | 40 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.55 | 89.51 | 86.54 | 88.42 | 89.73 | 87.23 | 89.63 | 88.78 | 88.31 | 88.35 | 88.22 | 88.17 | 89.21 | 88.37 | 88.15 | 86.90 | 89.18 | 86.59 | 89.43 | 89.86 | 87.92 | 87.61 | 87.91 | 88.19 | 90.22 | 87.80 |
| 526 | 372 | 40 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.67 | 88.17 | 87.36 | 87.18 | 89.67 | 88.40 | 87.71 | 89.71 | 90.12 | 89.96 | 89.03 | 87.98 | 88.92 | 86.20 | 87.96 | 91.23 | 90.19 | 88.71 | 88.28 | 88.28 | 87.80 | 87.80 | 89.40 | 89.14 | 89.73 | 87.20 |
| 527 | 372 | 40 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.83 | 87.35 | 90.64 | 87.19 | 90.91 | 86.39 | 91.78 | 89.15 | 90.53 | 89.35 | 88.41 | 88.58 | 90.61 | 90.88 | 87.14 | 89.24 | 90.27 | 89.68 | 88.19 | 87.65 | 87.59 | 89.34 | 89.95 | 85.37 | 89.54 | 86.04 |
| 556 | 372 | 40 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.05 | 70.38 | 87.92 | 88.95 | 90.02 | 86.65 | 90.83 | 90.67 | 88.66 | 89.15 | 87.52 | 88.15 | 87.25 | 87.61 | 88.34 | 89.76 | 86.35 | 88.88 | 88.72 | 89.10 | 89.02 | 88.39 | 86.94 | 86.84 | 88.14 | 87.40 |
| 557 | 372 | 40 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.41 | 87.78 | 89.39 | 89.18 | 86.99 | 88.01 | 89.35 | 87.91 | 90.48 | 87.84 | 88.18 | 89.47 | 89.90 | 89.25 | 87.83 | 89.35 | 89.18 | 87.65 | 88.98 | 88.22 | 89.47 | 87.63 | 87.02 | 89.00 | 89.53 | 87.59 |
| 558 | 372 | 40 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.29 | 89.46 | 90.08 | 85.99 | 88.34 | 87.37 | 90.07 | 88.14 | 88.16 | 90.08 | 88.11 | 87.63 | 89.14 | 89.45 | 88.73 | 91.16 | 91.20 | 88.84 | 89.75 | 89.67 | 89.25 | 88.13 | 88.87 | 89.06 | 87.32 | 87.11 |
| 559 | 372 | 40 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.15 | 88.01 | 88.14 | 87.78 | 89.06 | 88.50 | 88.78 | 88.02 | 88.64 | 89.06 | 90.22 | 87.76 | 89.39 | 89.06 | 90.49 | 89.85 | 88.12 | 90.10 | 89.26 | 87.83 | 88.08 | 88.51 | 89.11 | 86.65 | 89.69 | 86.79 |
| 588 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.16 | 87.80 | 87.71 | 88.20 | 86.42 | 87.24 | 88.83 | 87.28 | 88.66 | 87.98 | 87.85 | 88.20 | 88.94 | 88.50 | 88.57 | 90.47 | 90.11 | 89.54 | 89.36 | 87.55 | 88.94 | 86.81 | 89.21 | 87.81 | 84.86 | 86.06 |
| 589 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.90 | 89.73 | 89.02 | 87.49 | 86.40 | 86.86 | 88.36 | 87.33 | 89.00 | 89.37 | 88.74 | 87.58 | 89.40 | 88.03 | 88.42 | 88.52 | 88.30 | 86.94 | 89.48 | 89.10 | 88.01 | 89.14 | 88.81 | 88.46 | 89.30 | 87.24 |
| 590 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.59 | 87.42 | 85.56 | 88.47 | 85.87 | 85.03 | 88.39 | 88.28 | 88.00 | 88.91 | 88.84 | 86.04 | 88.69 | 88.97 | 86.53 | 88.63 | 89.14 | 90.59 | 86.64 | 88.15 | 88.81 | 87.19 | 90.45 | 87.93 | 88.63 | 87.36 |
| 591 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.11 | 86.34 | 86.69 | 88.40 | 87.19 | 88.16 | 88.65 | 88.32 | 87.75 | 88.25 | 87.62 | 88.10 | 86.59 | 88.70 | 88.28 | 88.14 | 89.65 | 87.57 | 90.27 | 88.78 | 90.62 | 89.37 | 91.48 | 88.01 | 87.59 | 88.56 |
| 620 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.51 | 88.97 | 89.55 | 88.71 | 89.41 | 88.73 | 90.60 | 89.35 | 88.86 | 88.41 | 87.99 | 89.29 | 89.70 | 89.86 | 89.03 | 88.06 | 88.84 | 89.52 | 89.42 | 89.36 | 88.64 | 87.63 | 91.00 | 87.33 | 89.38 | 87.94 |
| 621 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.25 | 88.84 | 88.02 | 86.48 | 87.54 | 89.25 | 89.22 | 88.83 | 86.96 | 88.07 | 89.93 | 87.63 | 89.45 | 89.56 | 86.31 | 89.80 | 89.65 | 89.49 | 91.24 | 89.22 | 90.48 | 87.16 | 91.21 | 87.71 | 89.39 | 89.37 |
| 622 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.93 | 88.85 | 90.45 | 87.60 | 88.64 | 88.66 | 86.80 | 88.45 | 88.48 | 89.22 | 90.70 | 85.82 | 88.92 | 90.74 | 87.30 | 88.80 | 88.98 | 88.91 | 90.77 | 89.55 | 88.34 | 88.71 | 90.27 | 88.60 | 90.08 | 86.79 |
| 623 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.30 | 87.61 | 88.86 | 87.64 | 88.79 | 89.16 | 90.91 | 89.37 | 89.32 | 89.66 | 90.20 | 86.36 | 90.39 | 88.78 | 88.02 | 90.13 | 88.67 | 90.04 | 90.27 | 88.42 | 89.09 | 87.84 | 90.40 | 86.62 | 88.83 | 86.76 |
| 652 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.62 | 90.00 | 90.74 | 88.02 | 89.27 | 89.76 | 89.70 | 90.26 | 88.67 | 88.43 | 90.17 | 89.22 | 90.16 | 89.68 | 87.84 | 88.56 | 87.73 | 90.88 | 89.74 | 89.81 | 89.18 | 89.51 | 88.68 | 88.96 | 88.88 | 86.75 |
| 653 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.99 | 89.91 | 90.12 | 88.08 | 89.80 | 88.00 | 90.74 | 88.35 | 89.62 | 88.90 | 88.33 | 86.08 | 87.59 | 88.70 | 88.97 | 89.30 | 87.93 | 90.31 | 88.24 | 89.59 | 89.32 | 87.32 | 90.21 | 87.67 | 88.93 | 89.41 |
| 654 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.91 | 86.86 | 91.48 | 87.16 | 86.69 | 88.23 | 89.06 | 88.92 | 90.91 | 89.30 | 90.23 | 88.02 | 88.75 | 89.44 | 89.92 | 89.21 | 85.73 | 88.01 | 91.56 | 86.00 | 89.91 | 88.68 | 89.35 | 90.79 | 89.92 | 87.88 |
| 655 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.19 | 88.40 | 89.97 | 89.15 | 89.33 | 88.96 | 88.30 | 88.68 | 88.33 | 87.47 | 89.73 | 88.71 | 90.12 | 90.64 | 89.42 | 89.82 | 88.30 | 89.04 | 89.38 | 89.84 | 89.39 | 88.27 | 90.25 | 89.22 | 89.36 | 87.69 |
| 684 | 372 | 40 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.69 | 89.27 | 86.95 | 88.26 | 86.08 | 88.00 | 89.46 | 87.95 | 88.78 | 87.32 | 88.27 | 86.11 | 88.02 | 89.35 | 86.44 | 89.87 | 90.05 | 88.72 | 89.68 | 87.91 | 86.92 | 87.68 | 88.32 | 87.37 | 88.11 | 88.08 |
| 685 | 372 | 40 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.70 | 86.91 | 86.97 | 85.45 | 86.72 | 85.17 | 88.46 | 88.44 | 87.67 | 87.85 | 88.22 | 84.66 | 88.33 | 89.06 | 86.22 | 90.19 | 90.06 | 89.82 | 88.16 | 88.95 | 86.72 | 85.01 | 87.35 | 87.54 | 86.13 | 84.95 |
| 686 | 372 | 40 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 85.51 | 85.95 | 86.90 | 88.06 | 89.26 | 85.69 | 88.02 | 87.94 | 87.28 | 87.84 | 86.77 | 85.51 | 87.32 | 88.28 | 87.44 | 86.94 | 89.33 | 89.45 | 88.58 | 86.84 | 88.23 | 86.19 | 87.60 | 85.96 | 88.52 | 84.69 |
| 687 | 372 | 40 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.18 | 86.84 | 88.91 | 87.11 | 88.56 | 85.31 | 88.78 | 90.53 | 84.71 | 87.72 | 89.38 | 85.96 | 87.50 | 88.65 | 85.71 | 87.38 | 86.50 | 89.42 | 86.82 | 86.44 | 88.00 | 87.15 | 89.02 | 86.77 | 86.31 | 87.20 |
| 716 | 372 | 40 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.10 | 88.03 | 89.52 | 88.46 | 87.15 | 87.95 | 88.87 | 88.31 | 90.20 | 87.69 | 90.82 | 88.35 | 89.95 | 90.24 | 89.21 | 90.63 | 90.49 | 88.28 | 91.38 | 89.86 | 87.61 | 88.09 | 89.46 | 87.47 | 88.24 | 89.86 |
| 717 | 372 | 40 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.00 | 88.01 | 89.27 | 88.69 | 89.68 | 89.27 | 88.44 | 89.10 | 88.90 | 85.93 | 88.01 | 88.50 | 91.43 | 89.35 | 89.42 | 90.94 | 89.80 | 90.15 | 88.53 | 89.39 | 89.71 | 87.53 | 87.96 | 88.43 | 87.61 | 87.96 |
| 718 | 372 | 40 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.42 | 88.24 | 87.88 | 87.66 | 87.79 | 87.81 | 89.59 | 89.11 | 89.52 | 87.79 | 88.28 | 86.59 | 89.51 | 91.57 | 87.40 | 89.66 | 90.42 | 90.85 | 88.70 | 88.12 | 86.77 | 88.26 | 88.98 | 89.36 | 89.50 | 89.76 |
| 719 | 372 | 40 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.13 | 86.68 | 89.46 | 86.80 | 89.06 | 85.64 | 87.34 | 87.64 | 90.31 | 90.72 | 89.18 | 87.70 | 89.42 | 88.94 | 87.08 | 89.75 | 88.19 | 88.33 | 88.53 | 87.83 | 89.51 | 88.36 | 89.13 | 89.76 | 88.05 | 85.71 |
| 748 | 372 | 40 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.32 | 90.11 | 88.04 | 86.10 | 86.60 | 88.68 | 87.37 | 85.33 | 88.84 | 89.29 | 88.41 | 88.40 | 88.19 | 90.07 | 86.97 | 87.30 | 88.22 | 90.95 | 87.60 | 89.15 | 86.60 | 88.34 | 89.43 | 88.48 | 86.55 | 86.24 |
| 749 | 372 | 40 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.95 | 89.69 | 90.99 | 88.21 | 88.66 | 88.56 | 88.43 | 88.23 | 90.64 | 88.51 | 91.31 | 89.82 | 89.42 | 89.19 | 86.60 | 89.66 | 89.16 | 90.81 | 91.03 | 90.06 | 88.46 | 88.02 | 89.83 | 87.78 | 90.17 | 87.06 |
| 750 | 372 | 40 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.58 | 89.54 | 89.06 | 88.47 | 88.70 | 89.50 | 88.11 | 89.54 | 91.30 | 87.16 | 88.38 | 87.46 | 89.71 | 89.33 | 85.86 | 89.86 | 90.93 | 89.50 | 89.08 | 90.20 | 87.73 | 87.55 | 91.53 | 88.01 | 88.15 | 89.08 |
| 751 | 372 | 40 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.46 | 87.58 | 90.10 | 87.81 | 88.30 | 91.54 | 89.88 | 88.01 | 90.28 | 89.20 | 90.27 | 86.98 | 88.52 | 89.76 | 89.03 | 91.84 | 88.00 | 90.55 | 89.57 | 88.43 | 88.30 | 88.41 | 88.46 | 87.90 | 87.84 | 87.49 |
| 780 | 372 | 40 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.18 | 86.91 | 89.43 | 85.97 | 89.33 | 85.76 | 86.79 | 86.07 | 89.61 | 87.73 | 87.20 | 86.64 | 87.64 | 88.79 | 86.61 | 90.18 | 89.46 | 88.42 | 88.62 | 88.66 | 86.71 | 86.47 | 87.12 | 86.60 | 87.95 | 85.61 |
| 781 | 372 | 40 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.36 | 88.23 | 88.54 | 87.55 | 87.48 | 87.81 | 88.39 | 86.99 | 89.20 | 89.81 | 90.02 | 88.15 | 87.85 | 87.55 | 87.80 | 88.75 | 90.35 | 88.83 | 88.23 | 86.72 | 89.36 | 88.10 | 88.64 | 87.43 | 86.92 | 85.34 |
| 782 | 372 | 40 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.47 | 88.00 | 87.64 | 86.69 | 85.57 | 87.46 | 88.40 | 87.68 | 87.84 | 87.30 | 88.62 | 87.34 | 87.48 | 87.73 | 87.40 | 88.84 | 89.42 | 87.00 | 88.14 | 87.06 | 88.00 | 84.94 | 86.33 | 84.24 | 86.92 | 85.86 |
| 783 | 372 | 40 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.23 | 87.62 | 85.64 | 87.12 | 89.05 | 87.48 | 87.27 | 89.09 | 88.05 | 87.95 | 88.99 | 87.40 | 87.58 | 89.11 | 86.36 | 88.44 | 86.96 | 87.20 | 88.50 | 89.27 | 87.79 | 87.37 | 87.92 | 87.34 | 85.69 | 86.70 |
| 812 | 372 | 40 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.92 | 87.84 | 89.25 | 86.43 | 87.24 | 87.73 | 88.55 | 87.77 | 90.59 | 88.85 | 90.60 | 86.88 | 89.75 | 87.45 | 88.89 | 88.69 | 88.69 | 88.80 | 90.14 | 87.70 | 87.04 | 86.69 | 88.89 | 86.89 | 86.44 | 87.81 |
| 813 | 372 | 40 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.58 | 87.62 | 89.24 | 87.82 | 89.85 | 87.63 | 88.72 | 88.33 | 87.84 | 89.33 | 88.34 | 88.68 | 88.39 | 88.02 | 86.81 | 89.68 | 86.68 | 87.25 | 90.30 | 86.85 | 87.89 | 86.72 | 86.45 | 85.39 | 87.10 | 86.80 |
| 814 | 372 | 40 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.91 | 87.46 | 90.22 | 86.29 | 86.66 | 88.12 | 88.12 | 87.78 | 88.16 | 89.46 | 88.49 | 86.06 | 89.84 | 88.61 | 88.60 | 90.23 | 90.59 | 86.76 | 88.96 | 88.20 | 87.43 | 87.72 | 88.55 | 87.16 | 87.24 | 85.62 |
| 815 | 372 | 40 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.53 | 89.87 | 88.73 | 86.80 | 87.79 | 86.46 | 88.30 | 87.29 | 88.50 | 88.64 | 87.23 | 86.48 | 88.69 | 89.30 | 88.29 | 89.35 | 88.04 | 88.46 | 87.05 | 87.79 | 87.04 | 86.71 | 87.50 | 87.44 | 86.77 | 86.60 |
| 844 | 372 | 40 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.82 | 88.83 | 87.65 | 87.92 | 87.77 | 86.61 | 88.88 | 87.01 | 88.77 | 89.41 | 87.91 | 88.36 | 90.81 | 88.42 | 86.49 | 88.15 | 88.83 | 90.65 | 90.02 | 87.19 | 88.67 | 87.86 | 87.88 | 87.85 | 86.42 | 85.92 |
| 845 | 372 | 40 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.55 | 88.35 | 89.10 | 87.35 | 89.70 | 85.17 | 88.65 | 86.31 | 89.07 | 88.30 | 89.83 | 86.86 | 87.95 | 88.86 | 87.23 | 88.84 | 89.14 | 89.16 | 86.58 | 89.09 | 87.82 | 86.30 | 87.54 | 86.88 | 87.01 | 88.20 |
| 846 | 372 | 40 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.79 | 87.81 | 88.95 | 87.49 | 89.81 | 88.20 | 88.13 | 88.12 | 89.17 | 89.30 | 89.63 | 86.00 | 90.13 | 88.39 | 89.15 | 90.36 | 89.76 | 90.09 | 89.73 | 86.39 | 86.81 | 87.93 | 88.59 | 88.38 | 87.83 | 86.71 |
| 847 | 372 | 40 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 85.66 | 88.31 | 89.10 | 88.04 | 85.15 | 87.47 | 87.81 | 87.96 | 88.02 | 87.65 | 87.97 | 87.39 | 88.60 | 86.94 | 88.38 | 89.68 | 89.81 | 88.03 | 89.88 | 87.89 | 87.19 | 87.10 | 88.25 | 88.19 | 86.26 | 87.07 |
| 876 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.15 | 88.56 | 87.40 | 87.69 | 88.55 | 88.13 | 87.15 | 87.91 | 88.79 | 87.85 | 90.50 | 85.69 | 89.45 | 86.35 | 89.96 | 89.49 | 91.08 | 87.88 | 88.68 | 88.03 | 88.39 | 86.84 | 88.35 | 89.61 | 89.05 | 85.49 |
| 877 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.88 | 87.16 | 87.31 | 87.54 | 89.28 | 88.00 | 88.77 | 88.04 | 89.39 | 89.62 | 88.66 | 87.96 | 88.14 | 88.65 | 89.04 | 88.88 | 89.05 | 88.87 | 87.58 | 87.44 | 87.15 | 86.83 | 91.70 | 88.52 | 87.13 | 87.02 |
| 878 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.42 | 87.27 | 87.96 | 86.97 | 87.53 | 88.20 | 90.65 | 88.30 | 89.61 | 89.42 | 87.78 | 87.58 | 89.99 | 89.39 | 84.86 | 88.99 | 88.12 | 89.31 | 86.30 | 88.77 | 89.41 | 87.19 | 89.20 | 88.15 | 84.95 | 87.73 |
| 879 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.93 | 88.20 | 89.75 | 88.00 | 89.04 | 86.80 | 89.48 | 88.38 | 88.62 | 87.56 | 89.14 | 89.27 | 88.37 | 89.81 | 85.92 | 89.43 | 88.90 | 91.17 | 89.55 | 88.11 | 88.66 | 86.64 | 89.70 | 86.88 | 88.49 | 85.84 |
| 908 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.34 | 88.63 | 89.27 | 87.97 | 90.04 | 87.06 | 88.35 | 88.42 | 89.86 | 90.32 | 89.32 | 89.01 | 88.35 | 89.57 | 88.01 | 88.06 | 90.20 | 90.09 | 89.92 | 88.24 | 91.16 | 87.71 | 91.10 | 87.58 | 89.72 | 88.42 |
| 909 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.57 | 88.81 | 90.72 | 88.62 | 87.56 | 89.64 | 88.63 | 89.67 | 89.04 | 89.01 | 88.26 | 89.08 | 89.40 | 89.44 | 88.98 | 89.65 | 88.68 | 89.05 | 88.64 | 86.39 | 89.55 | 87.64 | 90.48 | 87.51 | 88.94 | 87.41 |
| 910 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.60 | 89.02 | 89.89 | 90.15 | 88.69 | 86.96 | 89.97 | 90.25 | 88.11 | 90.12 | 89.07 | 89.26 | 88.84 | 89.34 | 88.60 | 89.06 | 88.57 | 91.73 | 89.43 | 88.24 | 87.82 | 88.74 | 90.62 | 86.96 | 88.67 | 89.44 |
| 911 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.75 | 87.14 | 89.89 | 89.71 | 89.23 | 89.55 | 89.62 | 88.39 | 89.17 | 90.10 | 90.31 | 89.43 | 89.85 | 88.14 | 88.94 | 88.72 | 89.53 | 90.35 | 90.30 | 89.44 | 89.95 | 87.67 | 91.06 | 89.15 | 88.77 | 87.95 |
| 940 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.29 | 90.33 | 88.60 | 89.46 | 89.50 | 91.01 | 89.17 | 89.49 | 90.51 | 88.62 | 91.76 | 90.79 | 89.76 | 89.02 | 88.97 | 88.82 | 89.39 | 90.69 | 89.77 | 89.47 | 88.15 | 87.64 | 91.09 | 88.86 | 90.56 | 89.94 |
| 941 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.29 | 89.66 | 88.75 | 89.27 | 90.20 | 89.62 | 90.04 | 89.56 | 89.61 | 90.19 | 88.90 | 88.17 | 88.61 | 90.00 | 87.43 | 87.62 | 89.25 | 89.95 | 90.17 | 87.99 | 90.81 | 87.16 | 90.54 | 88.38 | 89.64 | 87.06 |
| 942 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.73 | 89.14 | 90.77 | 89.14 | 90.18 | 88.35 | 88.82 | 88.87 | 89.00 | 89.41 | 90.03 | 90.86 | 89.58 | 89.44 | 87.97 | 88.77 | 89.95 | 89.11 | 88.88 | 89.96 | 90.68 | 87.85 | 89.74 | 88.25 | 89.77 | 88.67 |
| 943 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.00 | 88.53 | 91.44 | 89.34 | 89.31 | 87.05 | 88.30 | 87.45 | 89.28 | 91.16 | 89.31 | 88.66 | 90.43 | 89.22 | 89.10 | 89.79 | 92.15 | 90.41 | 89.48 | 89.93 | 89.50 | 88.07 | 90.29 | 88.85 | 88.20 | 90.26 |
| 972 | 372 | 40 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.85 | 86.47 | 86.28 | 87.26 | 87.18 | 87.18 | 88.42 | 88.76 | 86.86 | 88.69 | 87.07 | 87.11 | 87.93 | 89.82 | 87.69 | 88.73 | 87.85 | 89.89 | 88.74 | 88.11 | 88.24 | 86.68 | 87.71 | 85.90 | 83.53 | 84.61 |
| 973 | 372 | 40 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.97 | 86.17 | 88.30 | 88.02 | 85.92 | 86.89 | 87.30 | 88.68 | 88.69 | 88.46 | 90.29 | 88.25 | 88.85 | 89.66 | 88.07 | 89.22 | 89.22 | 89.86 | 88.11 | 86.48 | 88.23 | 85.19 | 87.58 | 86.99 | 89.80 | 88.46 |
| 974 | 372 | 40 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.91 | 87.68 | 88.74 | 88.07 | 87.44 | 88.07 | 89.81 | 87.66 | 89.84 | 87.74 | 89.49 | 85.42 | 87.75 | 87.13 | 87.35 | 88.35 | 87.00 | 87.50 | 87.64 | 86.54 | 86.72 | 86.16 | 87.87 | 86.89 | 87.22 | 89.46 |
| 975 | 372 | 40 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.89 | 87.42 | 88.00 | 87.82 | 88.31 | 88.23 | 90.77 | 87.57 | 89.35 | 89.68 | 89.52 | 86.65 | 89.99 | 88.41 | 88.81 | 90.97 | 88.96 | 89.44 | 86.45 | 86.16 | 88.43 | 85.72 | 86.24 | 87.37 | 90.01 | 88.14 |
| 1004 | 372 | 40 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.18 | 89.05 | 90.46 | 87.53 | 88.45 | 85.18 | 89.91 | 88.74 | 88.89 | 90.97 | 88.79 | 84.42 | 89.62 | 87.51 | 86.58 | 89.23 | 88.65 | 89.57 | 89.53 | 87.39 | 87.09 | 87.97 | 90.22 | 87.48 | 86.41 | 88.01 |
| 1005 | 372 | 40 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.68 | 88.23 | 90.55 | 87.46 | 88.36 | 87.29 | 90.11 | 87.69 | 90.40 | 88.55 | 88.70 | 87.82 | 88.75 | 89.86 | 87.98 | 90.86 | 89.45 | 90.08 | 88.74 | 88.22 | 88.71 | 89.02 | 89.87 | 87.14 | 86.82 | 88.91 |
| 1006 | 372 | 40 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.90 | 89.91 | 90.31 | 88.05 | 89.79 | 88.26 | 90.33 | 89.02 | 90.09 | 89.31 | 90.82 | 87.80 | 89.62 | 89.22 | 88.07 | 90.48 | 89.46 | 89.72 | 90.59 | 88.74 | 88.87 | 89.00 | 89.49 | 89.54 | 90.38 | 88.70 |
| 1007 | 372 | 40 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.47 | 86.00 | 87.22 | 87.70 | 88.96 | 89.32 | 89.19 | 87.72 | 90.42 | 90.47 | 88.21 | 88.32 | 91.59 | 88.68 | 89.57 | 90.47 | 88.54 | 89.43 | 89.83 | 90.43 | 89.72 | 88.24 | 89.30 | 86.59 | 89.97 | 87.95 |
| 1036 | 372 | 40 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.46 | 88.48 | 88.47 | 87.89 | 90.33 | 88.19 | 89.07 | 89.14 | 89.21 | 88.27 | 89.74 | 88.96 | 89.20 | 86.46 | 85.16 | 88.28 | 89.39 | 88.27 | 86.98 | 90.19 | 88.30 | 88.27 | 90.77 | 88.41 | 89.52 | 88.84 |
| 1037 | 372 | 40 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.55 | 88.20 | 91.72 | 88.75 | 88.81 | 88.68 | 90.10 | 87.36 | 87.88 | 89.45 | 89.27 | 87.37 | 89.42 | 90.01 | 87.72 | 89.60 | 89.83 | 89.26 | 89.85 | 88.73 | 89.76 | 88.07 | 87.70 | 88.69 | 88.51 | 87.88 |
| 1038 | 372 | 40 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.75 | 88.65 | 89.68 | 88.02 | 88.56 | 87.71 | 89.90 | 90.22 | 89.41 | 88.11 | 88.21 | 87.08 | 89.80 | 89.93 | 89.06 | 89.35 | 89.11 | 89.93 | 90.29 | 90.01 | 90.17 | 88.77 | 88.60 | 89.22 | 89.29 | 90.47 |
| 1039 | 372 | 40 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.51 | 89.07 | 89.08 | 88.35 | 90.88 | 88.03 | 90.08 | 88.75 | 88.56 | 87.69 | 90.58 | 87.47 | 90.26 | 90.03 | 86.46 | 89.28 | 89.13 | 89.71 | 90.25 | 89.77 | 89.06 | 86.49 | 90.87 | 87.90 | 89.61 | 87.80 |
| 1068 | 372 | 40 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.53 | 88.03 | 87.71 | 87.93 | 87.59 | 86.71 | 86.61 | 87.78 | 90.08 | 87.83 | 87.47 | 87.76 | 88.31 | 88.99 | 87.23 | 86.70 | 88.10 | 90.31 | 88.89 | 86.65 | 88.71 | 86.50 | 88.48 | 86.47 | 87.91 | 86.42 |
| 1069 | 372 | 40 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.85 | 86.54 | 88.19 | 87.66 | 88.89 | 87.26 | 88.35 | 88.26 | 86.91 | 88.15 | 86.53 | 88.54 | 88.94 | 88.94 | 87.08 | 87.65 | 88.00 | 88.05 | 89.40 | 86.69 | 87.60 | 88.34 | 87.95 | 84.52 | 88.75 | 85.98 |
| 1070 | 372 | 40 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.94 | 88.85 | 87.61 | 85.55 | 87.10 | 86.06 | 87.58 | 87.92 | 88.57 | 86.78 | 87.86 | 86.25 | 86.30 | 86.37 | 87.00 | 88.81 | 87.38 | 85.80 | 89.17 | 86.99 | 87.78 | 85.76 | 86.46 | 85.69 | 85.70 | 87.44 |
| 1071 | 372 | 40 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.59 | 86.33 | 87.38 | 87.89 | 88.63 | 85.79 | 87.18 | 86.87 | 86.87 | 89.04 | 87.86 | 86.06 | 87.58 | 87.93 | 85.72 | 88.44 | 88.87 | 86.67 | 86.77 | 88.04 | 87.32 | 85.57 | 90.07 | 87.76 | 86.24 | 86.42 |
| 1100 | 372 | 40 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 85.91 | 86.00 | 89.08 | 87.75 | 87.30 | 89.08 | 87.63 | 88.51 | 88.19 | 87.81 | 88.86 | 88.58 | 89.50 | 88.34 | 87.45 | 89.53 | 88.66 | 89.46 | 88.07 | 89.38 | 88.34 | 86.54 | 90.22 | 88.65 | 87.24 | 86.49 |
| 1101 | 372 | 40 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.97 | 87.92 | 87.95 | 87.45 | 88.06 | 87.28 | 88.75 | 88.58 | 88.09 | 88.82 | 90.32 | 89.04 | 89.36 | 90.05 | 87.96 | 88.69 | 89.84 | 88.26 | 89.92 | 88.71 | 87.43 | 87.27 | 88.20 | 86.96 | 90.50 | 87.14 |
| 1102 | 372 | 40 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.89 | 88.37 | 87.83 | 87.03 | 88.64 | 85.30 | 87.86 | 87.82 | 88.67 | 88.49 | 87.33 | 85.62 | 89.89 | 89.06 | 86.31 | 89.33 | 89.70 | 89.28 | 88.94 | 87.91 | 88.13 | 87.01 | 89.41 | 86.47 | 87.25 | 85.24 |
| 1103 | 372 | 40 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 85.41 | 87.27 | 87.85 | 87.45 | 87.45 | 87.34 | 88.10 | 88.44 | 88.11 | 87.80 | 87.74 | 87.60 | 89.02 | 87.76 | 86.55 | 90.20 | 88.15 | 88.87 | 90.22 | 89.00 | 88.54 | 86.12 | 89.01 | 86.59 | 87.80 | 85.70 |
| 1132 | 372 | 40 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.95 | 87.79 | 90.05 | 86.85 | 89.45 | 88.49 | 89.60 | 87.07 | 88.99 | 88.23 | 89.28 | 88.64 | 89.00 | 89.77 | 86.55 | 87.80 | 88.54 | 88.39 | 87.98 | 89.69 | 88.47 | 87.06 | 88.56 | 86.50 | 87.64 | 87.68 |
| 1133 | 372 | 40 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.87 | 88.14 | 88.24 | 88.47 | 87.57 | 87.23 | 90.50 | 87.10 | 89.75 | 88.28 | 90.74 | 87.52 | 88.10 | 88.21 | 88.53 | 87.36 | 89.65 | 88.04 | 89.78 | 89.46 | 87.89 | 87.82 | 88.77 | 88.87 | 88.26 | 86.10 |
| 1134 | 372 | 40 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.01 | 86.90 | 89.34 | 88.18 | 87.90 | 87.25 | 88.08 | 88.37 | 91.14 | 90.60 | 88.65 | 88.08 | 89.48 | 89.70 | 87.73 | 89.04 | 90.01 | 90.30 | 88.89 | 89.57 | 88.80 | 87.00 | 88.67 | 88.46 | 87.94 | 87.11 |
| 1135 | 372 | 40 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.01 | 86.96 | 89.11 | 88.22 | 89.82 | 89.15 | 87.34 | 83.66 | 89.71 | 88.80 | 88.42 | 89.33 | 89.36 | 90.02 | 87.65 | 89.13 | 89.54 | 88.07 | 89.59 | 86.82 | 90.88 | 87.28 | 88.16 | 90.31 | 87.89 | 87.76 |
The global mean maximum row:
| mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | average_map | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 591 | 86.64 | 86.34 | 85.40 | 85.98 | 87.41 | 87.61 | 87.04 | 87.04 | 88.40 | 88.53 | 87.50 | 87.53 | 88.21 | 86.06 | 87.34 | 86.44 | 87.43 | 86.83 | 88.24 | 87.82 | 86.60 | 87.07 | 88.98 | 85.76 | 87.43 | 88.45 | 87.233846 |
| 655 | 86.57 | 86.14 | 87.74 | 85.82 | 86.39 | 87.30 | 87.06 | 88.29 | 86.35 | 86.94 | 87.04 | 87.60 | 86.71 | 87.97 | 88.38 | 87.90 | 87.77 | 87.50 | 89.49 | 88.17 | 85.13 | 87.54 | 87.15 | 86.11 | 87.42 | 86.27 | 87.182692 |
| 911 | 86.37 | 86.02 | 86.81 | 88.15 | 86.05 | 87.33 | 87.84 | 87.96 | 88.35 | 88.17 | 86.65 | 86.37 | 87.42 | 87.05 | 88.31 | 88.08 | 87.19 | 87.43 | 88.76 | 87.98 | 87.12 | 85.71 | 86.77 | 85.78 | 86.41 | 86.13 | 87.161923 |
| 879 | 87.57 | 87.56 | 86.35 | 87.02 | 86.74 | 86.87 | 86.72 | 87.54 | 87.89 | 87.55 | 89.37 | 88.25 | 87.75 | 87.50 | 86.22 | 89.17 | 86.34 | 89.26 | 88.19 | 88.82 | 84.42 | 85.57 | 87.13 | 83.45 | 86.21 | 86.18 | 87.140000 |
| 589 | 85.67 | 87.26 | 87.70 | 86.71 | 86.13 | 86.91 | 86.55 | 87.13 | 86.76 | 87.23 | 88.36 | 87.98 | 88.56 | 85.12 | 86.87 | 88.33 | 86.73 | 86.68 | 88.25 | 88.90 | 86.11 | 85.54 | 88.27 | 85.83 | 86.45 | 87.27 | 87.050000 |
| 684 | 87.00 | 87.89 | 85.38 | 86.42 | 86.60 | 88.11 | 87.76 | 87.67 | 87.00 | 87.08 | 87.06 | 87.42 | 88.04 | 86.32 | 86.83 | 88.17 | 86.36 | 86.37 | 88.85 | 88.05 | 85.16 | 85.76 | 86.94 | 86.04 | 86.39 | 88.19 | 87.033077 |
| 940 | 87.65 | 88.03 | 85.27 | 87.05 | 86.97 | 87.80 | 85.85 | 88.19 | 87.49 | 87.44 | 88.23 | 88.09 | 88.65 | 87.24 | 88.04 | 87.74 | 86.36 | 87.44 | 86.93 | 87.76 | 83.49 | 84.65 | 86.83 | 85.52 | 86.39 | 87.30 | 87.015385 |
| 622 | 86.39 | 87.82 | 85.84 | 86.69 | 85.57 | 87.85 | 86.75 | 87.19 | 87.30 | 86.81 | 88.68 | 87.47 | 86.92 | 86.12 | 86.30 | 87.59 | 86.29 | 87.45 | 88.58 | 88.02 | 86.64 | 85.32 | 86.89 | 88.42 | 87.27 | 85.69 | 86.994615 |
| 876 | 86.64 | 87.16 | 85.29 | 85.52 | 86.31 | 87.71 | 86.09 | 87.53 | 88.12 | 87.52 | 88.31 | 87.12 | 87.01 | 86.55 | 86.04 | 87.73 | 89.00 | 88.37 | 88.97 | 88.64 | 85.02 | 85.71 | 87.46 | 85.91 | 87.29 | 84.63 | 86.986538 |
| 910 | 86.50 | 86.01 | 87.44 | 87.45 | 85.02 | 86.79 | 87.31 | 87.77 | 87.82 | 87.56 | 87.56 | 85.51 | 86.40 | 87.66 | 88.42 | 88.50 | 86.22 | 87.64 | 87.48 | 86.34 | 85.51 | 87.87 | 87.47 | 84.00 | 87.32 | 87.28 | 86.955769 |
Model performance on validation data (Mann-Whitney U Test)
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 876 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.64 | 87.16 | 85.29 | 85.52 | 86.31 | 87.71 | 86.09 | 87.53 | 88.12 | 87.52 | 88.31 | 87.12 | 87.01 | 86.55 | 86.04 | 87.73 | 89.00 | 88.37 | 88.97 | 88.64 | 85.02 | 85.71 | 87.46 | 85.91 | 87.29 | 84.63 |
| 877 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.21 | 87.15 | 85.26 | 87.18 | 86.49 | 86.19 | 87.62 | 86.82 | 88.82 | 88.10 | 87.64 | 87.66 | 89.14 | 86.55 | 87.04 | 86.32 | 86.50 | 87.44 | 87.07 | 87.42 | 85.38 | 85.70 | 88.75 | 85.90 | 84.84 | 84.74 |
| 878 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.20 | 86.56 | 86.20 | 86.07 | 86.66 | 87.53 | 88.12 | 87.84 | 88.03 | 88.13 | 88.03 | 86.93 | 86.96 | 87.77 | 86.19 | 87.82 | 86.07 | 86.91 | 87.58 | 88.12 | 86.66 | 84.63 | 88.23 | 86.53 | 83.82 | 84.96 |
| 879 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.57 | 87.56 | 86.35 | 87.02 | 86.74 | 86.87 | 86.72 | 87.54 | 87.89 | 87.55 | 89.37 | 88.25 | 87.75 | 87.50 | 86.22 | 89.17 | 86.34 | 89.26 | 88.19 | 88.82 | 84.42 | 85.57 | 87.13 | 83.45 | 86.21 | 86.18 |
| 975 | 372 | 40 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.64 | 88.05 | 86.19 | 85.90 | 86.13 | 87.53 | 87.17 | 85.81 | 87.08 | 86.69 | 88.16 | 87.64 | 89.59 | 86.34 | 87.30 | 87.94 | 88.15 | 87.43 | 87.66 | 87.59 | 84.67 | 83.97 | 86.20 | 86.25 | 87.13 | 85.38 |
| 588 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.48 | 87.19 | 86.27 | 87.50 | 85.55 | 86.70 | 87.51 | 87.35 | 88.79 | 87.38 | 87.82 | 88.32 | 87.08 | 87.10 | 88.17 | 88.29 | 87.92 | 88.40 | 87.40 | 88.10 | 84.85 | 84.93 | 84.72 | 85.16 | 86.02 | 85.28 |
| 589 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.67 | 87.26 | 87.70 | 86.71 | 86.13 | 86.91 | 86.55 | 87.13 | 86.76 | 87.23 | 88.36 | 87.98 | 88.56 | 85.12 | 86.87 | 88.33 | 86.73 | 86.68 | 88.25 | 88.90 | 86.11 | 85.54 | 88.27 | 85.83 | 86.45 | 87.27 |
| 590 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.47 | 87.04 | 85.60 | 87.56 | 86.71 | 85.76 | 87.58 | 86.88 | 86.23 | 86.27 | 88.26 | 85.77 | 87.48 | 86.64 | 86.13 | 87.14 | 87.49 | 87.55 | 89.10 | 87.81 | 84.22 | 86.14 | 88.50 | 85.30 | 85.83 | 86.59 |
| 591 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.64 | 86.34 | 85.40 | 85.98 | 87.41 | 87.61 | 87.04 | 87.04 | 88.40 | 88.53 | 87.50 | 87.53 | 88.21 | 86.06 | 87.34 | 86.44 | 87.43 | 86.83 | 88.24 | 87.82 | 86.60 | 87.07 | 88.98 | 85.76 | 87.43 | 88.45 |
| 684 | 372 | 40 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.00 | 87.89 | 85.38 | 86.42 | 86.60 | 88.11 | 87.76 | 87.67 | 87.00 | 87.08 | 87.06 | 87.42 | 88.04 | 86.32 | 86.83 | 88.17 | 86.36 | 86.37 | 88.85 | 88.05 | 85.16 | 85.76 | 86.94 | 86.04 | 86.39 | 88.19 |
| 909 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.32 | 87.55 | 86.66 | 85.45 | 86.48 | 88.92 | 87.36 | 87.46 | 87.50 | 87.42 | 86.90 | 85.83 | 87.84 | 87.27 | 87.28 | 89.02 | 85.38 | 87.71 | 85.45 | 85.86 | 87.10 | 84.83 | 86.47 | 84.21 | 87.71 | 84.98 |
| 910 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.50 | 86.01 | 87.44 | 87.45 | 85.02 | 86.79 | 87.31 | 87.77 | 87.82 | 87.56 | 87.56 | 85.51 | 86.40 | 87.66 | 88.42 | 88.50 | 86.22 | 87.64 | 87.48 | 86.34 | 85.51 | 87.87 | 87.47 | 84.00 | 87.32 | 87.28 |
| 911 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.37 | 86.02 | 86.81 | 88.15 | 86.05 | 87.33 | 87.84 | 87.96 | 88.35 | 88.17 | 86.65 | 86.37 | 87.42 | 87.05 | 88.31 | 88.08 | 87.19 | 87.43 | 88.76 | 87.98 | 87.12 | 85.71 | 86.77 | 85.78 | 86.41 | 86.13 |
| 620 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.84 | 86.10 | 87.15 | 86.58 | 86.39 | 88.26 | 89.19 | 87.06 | 86.14 | 86.89 | 86.47 | 88.57 | 88.42 | 85.42 | 86.08 | 87.29 | 88.16 | 86.79 | 87.70 | 88.05 | 85.36 | 86.35 | 87.29 | 84.86 | 86.70 | 85.46 |
| 621 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.14 | 87.33 | 86.07 | 84.91 | 86.98 | 87.35 | 87.20 | 87.82 | 86.74 | 86.75 | 87.07 | 87.46 | 87.72 | 86.60 | 87.58 | 87.58 | 86.11 | 87.65 | 87.84 | 87.68 | 85.88 | 86.18 | 86.46 | 84.14 | 85.51 | 84.97 |
| 622 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.39 | 87.82 | 85.84 | 86.69 | 85.57 | 87.85 | 86.75 | 87.19 | 87.30 | 86.81 | 88.68 | 87.47 | 86.92 | 86.12 | 86.30 | 87.59 | 86.29 | 87.45 | 88.58 | 88.02 | 86.64 | 85.32 | 86.89 | 88.42 | 87.27 | 85.69 |
| 623 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 85.64 | 87.47 | 88.86 | 86.13 | 85.97 | 86.55 | 88.34 | 87.41 | 87.65 | 85.99 | 87.86 | 87.69 | 87.55 | 85.38 | 87.18 | 88.22 | 85.62 | 87.45 | 88.41 | 86.94 | 85.01 | 85.30 | 85.79 | 83.22 | 87.28 | 84.85 |
| 716 | 372 | 40 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.39 | 87.45 | 86.06 | 86.66 | 86.09 | 87.57 | 86.31 | 88.10 | 87.54 | 86.94 | 88.10 | 88.13 | 88.12 | 87.20 | 86.33 | 87.21 | 88.13 | 85.62 | 88.27 | 87.96 | 84.60 | 85.09 | 85.98 | 83.88 | 85.93 | 87.06 |
| 718 | 372 | 40 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 84.90 | 86.65 | 84.81 | 86.21 | 86.36 | 88.57 | 85.75 | 86.00 | 87.75 | 87.46 | 88.38 | 87.30 | 87.55 | 86.68 | 86.00 | 87.90 | 88.42 | 87.47 | 87.01 | 85.73 | 85.29 | 85.37 | 87.32 | 86.43 | 86.60 | 87.67 |
| 940 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.65 | 88.03 | 85.27 | 87.05 | 86.97 | 87.80 | 85.85 | 88.19 | 87.49 | 87.44 | 88.23 | 88.09 | 88.65 | 87.24 | 88.04 | 87.74 | 86.36 | 87.44 | 86.93 | 87.76 | 83.49 | 84.65 | 86.83 | 85.52 | 86.39 | 87.30 |
| 941 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.15 | 86.17 | 86.14 | 85.53 | 86.42 | 87.67 | 86.31 | 87.37 | 87.30 | 88.61 | 86.88 | 87.38 | 88.29 | 86.79 | 86.42 | 87.54 | 87.97 | 87.61 | 87.82 | 86.88 | 87.69 | 83.40 | 85.32 | 86.48 | 86.40 | 82.97 |
| 652 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.78 | 88.44 | 87.19 | 85.22 | 84.99 | 86.55 | 87.06 | 87.08 | 86.73 | 87.02 | 87.64 | 87.35 | 89.24 | 86.19 | 86.53 | 89.14 | 87.03 | 87.43 | 88.05 | 87.41 | 86.04 | 87.64 | 83.88 | 87.93 | 85.43 | 82.91 |
| 655 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.57 | 86.14 | 87.74 | 85.82 | 86.39 | 87.30 | 87.06 | 88.29 | 86.35 | 86.94 | 87.04 | 87.60 | 86.71 | 87.97 | 88.38 | 87.90 | 87.77 | 87.50 | 89.49 | 88.17 | 85.13 | 87.54 | 87.15 | 86.11 | 87.42 | 86.27 |
Size of the All data: (144, 29)
Size of the Sig data: (23, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.15 | 88.56 | 87.40 | 87.69 | 88.55 | 88.13 | 87.15 | 87.91 | 88.79 | 87.85 | 90.50 | 85.69 | 89.45 | 86.35 | 89.96 | 89.49 | 91.08 | 87.88 | 88.68 | 88.03 | 88.39 | 86.84 | 88.35 | 89.61 | 89.05 | 85.49 |
| 13 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.88 | 87.16 | 87.31 | 87.54 | 89.28 | 88.00 | 88.77 | 88.04 | 89.39 | 89.62 | 88.66 | 87.96 | 88.14 | 88.65 | 89.04 | 88.88 | 89.05 | 88.87 | 87.58 | 87.44 | 87.15 | 86.83 | 91.70 | 88.52 | 87.13 | 87.02 |
| 12 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.42 | 87.27 | 87.96 | 86.97 | 87.53 | 88.20 | 90.65 | 88.30 | 89.61 | 89.42 | 87.78 | 87.58 | 89.99 | 89.39 | 84.86 | 88.99 | 88.12 | 89.31 | 86.30 | 88.77 | 89.41 | 87.19 | 89.20 | 88.15 | 84.95 | 87.73 |
| 3 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.93 | 88.20 | 89.75 | 88.00 | 89.04 | 86.80 | 89.48 | 88.38 | 88.62 | 87.56 | 89.14 | 89.27 | 88.37 | 89.81 | 85.92 | 89.43 | 88.90 | 91.17 | 89.55 | 88.11 | 88.66 | 86.64 | 89.70 | 86.88 | 88.49 | 85.84 |
| 14 | 372 | 40 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.89 | 87.42 | 88.00 | 87.82 | 88.31 | 88.23 | 90.77 | 87.57 | 89.35 | 89.68 | 89.52 | 86.65 | 89.99 | 88.41 | 88.81 | 90.97 | 88.96 | 89.44 | 86.45 | 86.16 | 88.43 | 85.72 | 86.24 | 87.37 | 90.01 | 88.14 |
| 10 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.16 | 87.80 | 87.71 | 88.20 | 86.42 | 87.24 | 88.83 | 87.28 | 88.66 | 87.98 | 87.85 | 88.20 | 88.94 | 88.50 | 88.57 | 90.47 | 90.11 | 89.54 | 89.36 | 87.55 | 88.94 | 86.81 | 89.21 | 87.81 | 84.86 | 86.06 |
| 4 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.90 | 89.73 | 89.02 | 87.49 | 86.40 | 86.86 | 88.36 | 87.33 | 89.00 | 89.37 | 88.74 | 87.58 | 89.40 | 88.03 | 88.42 | 88.52 | 88.30 | 86.94 | 89.48 | 89.10 | 88.01 | 89.14 | 88.81 | 88.46 | 89.30 | 87.24 |
| 18 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.59 | 87.42 | 85.56 | 88.47 | 85.87 | 85.03 | 88.39 | 88.28 | 88.00 | 88.91 | 88.84 | 86.04 | 88.69 | 88.97 | 86.53 | 88.63 | 89.14 | 90.59 | 86.64 | 88.15 | 88.81 | 87.19 | 90.45 | 87.93 | 88.63 | 87.36 |
| 0 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.11 | 86.34 | 86.69 | 88.40 | 87.19 | 88.16 | 88.65 | 88.32 | 87.75 | 88.25 | 87.62 | 88.10 | 86.59 | 88.70 | 88.28 | 88.14 | 89.65 | 87.57 | 90.27 | 88.78 | 90.62 | 89.37 | 91.48 | 88.01 | 87.59 | 88.56 |
| 5 | 372 | 40 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.69 | 89.27 | 86.95 | 88.26 | 86.08 | 88.00 | 89.46 | 87.95 | 88.78 | 87.32 | 88.27 | 86.11 | 88.02 | 89.35 | 86.44 | 89.87 | 90.05 | 88.72 | 89.68 | 87.91 | 86.92 | 87.68 | 88.32 | 87.37 | 88.11 | 88.08 |
| 19 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.57 | 88.81 | 90.72 | 88.62 | 87.56 | 89.64 | 88.63 | 89.67 | 89.04 | 89.01 | 88.26 | 89.08 | 89.40 | 89.44 | 88.98 | 89.65 | 88.68 | 89.05 | 88.64 | 86.39 | 89.55 | 87.64 | 90.48 | 87.51 | 88.94 | 87.41 |
| 9 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.60 | 89.02 | 89.89 | 90.15 | 88.69 | 86.96 | 89.97 | 90.25 | 88.11 | 90.12 | 89.07 | 89.26 | 88.84 | 89.34 | 88.60 | 89.06 | 88.57 | 91.73 | 89.43 | 88.24 | 87.82 | 88.74 | 90.62 | 86.96 | 88.67 | 89.44 |
| 2 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.75 | 87.14 | 89.89 | 89.71 | 89.23 | 89.55 | 89.62 | 88.39 | 89.17 | 90.10 | 90.31 | 89.43 | 89.85 | 88.14 | 88.94 | 88.72 | 89.53 | 90.35 | 90.30 | 89.44 | 89.95 | 87.67 | 91.06 | 89.15 | 88.77 | 87.95 |
| 11 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.51 | 88.97 | 89.55 | 88.71 | 89.41 | 88.73 | 90.60 | 89.35 | 88.86 | 88.41 | 87.99 | 89.29 | 89.70 | 89.86 | 89.03 | 88.06 | 88.84 | 89.52 | 89.42 | 89.36 | 88.64 | 87.63 | 91.00 | 87.33 | 89.38 | 87.94 |
| 21 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.25 | 88.84 | 88.02 | 86.48 | 87.54 | 89.25 | 89.22 | 88.83 | 86.96 | 88.07 | 89.93 | 87.63 | 89.45 | 89.56 | 86.31 | 89.80 | 89.65 | 89.49 | 91.24 | 89.22 | 90.48 | 87.16 | 91.21 | 87.71 | 89.39 | 89.37 |
| 7 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.93 | 88.85 | 90.45 | 87.60 | 88.64 | 88.66 | 86.80 | 88.45 | 88.48 | 89.22 | 90.70 | 85.82 | 88.92 | 90.74 | 87.30 | 88.80 | 88.98 | 88.91 | 90.77 | 89.55 | 88.34 | 88.71 | 90.27 | 88.60 | 90.08 | 86.79 |
| 20 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.30 | 87.61 | 88.86 | 87.64 | 88.79 | 89.16 | 90.91 | 89.37 | 89.32 | 89.66 | 90.20 | 86.36 | 90.39 | 88.78 | 88.02 | 90.13 | 88.67 | 90.04 | 90.27 | 88.42 | 89.09 | 87.84 | 90.40 | 86.62 | 88.83 | 86.76 |
| 15 | 372 | 40 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.10 | 88.03 | 89.52 | 88.46 | 87.15 | 87.95 | 88.87 | 88.31 | 90.20 | 87.69 | 90.82 | 88.35 | 89.95 | 90.24 | 89.21 | 90.63 | 90.49 | 88.28 | 91.38 | 89.86 | 87.61 | 88.09 | 89.46 | 87.47 | 88.24 | 89.86 |
| 17 | 372 | 40 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.42 | 88.24 | 87.88 | 87.66 | 87.79 | 87.81 | 89.59 | 89.11 | 89.52 | 87.79 | 88.28 | 86.59 | 89.51 | 91.57 | 87.40 | 89.66 | 90.42 | 90.85 | 88.70 | 88.12 | 86.77 | 88.26 | 88.98 | 89.36 | 89.50 | 89.76 |
| 6 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.29 | 90.33 | 88.60 | 89.46 | 89.50 | 91.01 | 89.17 | 89.49 | 90.51 | 88.62 | 91.76 | 90.79 | 89.76 | 89.02 | 88.97 | 88.82 | 89.39 | 90.69 | 89.77 | 89.47 | 88.15 | 87.64 | 91.09 | 88.86 | 90.56 | 89.94 |
| 22 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.29 | 89.66 | 88.75 | 89.27 | 90.20 | 89.62 | 90.04 | 89.56 | 89.61 | 90.19 | 88.90 | 88.17 | 88.61 | 90.00 | 87.43 | 87.62 | 89.25 | 89.95 | 90.17 | 87.99 | 90.81 | 87.16 | 90.54 | 88.38 | 89.64 | 87.06 |
| 16 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.62 | 90.00 | 90.74 | 88.02 | 89.27 | 89.76 | 89.70 | 90.26 | 88.67 | 88.43 | 90.17 | 89.22 | 90.16 | 89.68 | 87.84 | 88.56 | 87.73 | 90.88 | 89.74 | 89.81 | 89.18 | 89.51 | 88.68 | 88.96 | 88.88 | 86.75 |
| 1 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.19 | 88.40 | 89.97 | 89.15 | 89.33 | 88.96 | 88.30 | 88.68 | 88.33 | 87.47 | 89.73 | 88.71 | 90.12 | 90.64 | 89.42 | 89.82 | 88.30 | 89.04 | 89.38 | 89.84 | 89.39 | 88.27 | 90.25 | 89.22 | 89.36 | 87.69 |
Size of the test data: (23, 34)
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_19 | 87.960870 | 0.877361 |
| mAP_valid_abs_values_16 | 87.872174 | 0.730386 |
| mAP_valid_abs_values_13 | 87.854348 | 0.836958 |
| mAP_valid_abs_values_11 | 87.737826 | 0.717894 |
| mAP_valid_abs_values_20 | 87.654348 | 0.829895 |
| mAP_valid_abs_values_9 | 87.468696 | 0.766707 |
| mAP_valid_abs_values_18 | 87.410000 | 0.719583 |
| mAP_valid_abs_values_6 | 87.366522 | 0.754825 |
| mAP_valid_abs_values_12 | 87.363913 | 0.814509 |
| mAP_valid_abs_values_8 | 87.361304 | 0.616746 |
| mAP_valid_abs_values_10 | 87.325217 | 0.667266 |
| mAP_valid_abs_values_7 | 87.151739 | 0.822765 |
| mAP_valid_abs_values_2 | 87.103478 | 0.728876 |
| mAP_valid_abs_values_17 | 87.071304 | 0.990011 |
| mAP_valid_abs_values_15 | 86.999130 | 0.827735 |
| mAP_valid_abs_values_23 | 86.904348 | 1.250025 |
| mAP_valid_abs_values_14 | 86.674783 | 0.759131 |
| mAP_valid_abs_values_25 | 86.425217 | 0.933896 |
| mAP_valid_abs_values_4 | 86.422174 | 0.837534 |
| mAP_valid_abs_values_3 | 86.333913 | 0.992402 |
| mAP_valid_abs_values_5 | 86.278696 | 0.585439 |
| mAP_valid_abs_values | 86.224348 | 0.661162 |
| mAP_valid_abs_values_26 | 85.878696 | 1.473611 |
| mAP_valid_abs_values_22 | 85.663913 | 1.113213 |
| mAP_valid_abs_values_21 | 85.563043 | 1.047071 |
| mAP_valid_abs_values_24 | 85.526522 | 1.304975 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
optimal_params.to_csv('optimal_params_40bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_23 | 89.891304 | 1.288337 |
| mAP_test_abs_values_18 | 89.513478 | 1.196699 |
| mAP_test_abs_values_19 | 89.269565 | 1.396422 |
| mAP_test_abs_values_14 | 89.268261 | 1.077103 |
| mAP_test_abs_values_11 | 89.262609 | 1.133270 |
| mAP_test_abs_values_16 | 89.248696 | 0.857132 |
| mAP_test_abs_values_13 | 89.227826 | 0.883305 |
| mAP_test_abs_values_7 | 89.214348 | 1.058802 |
| mAP_test_abs_values_17 | 89.211304 | 0.826665 |
| mAP_test_abs_values_9 | 88.901304 | 0.787247 |
| mAP_test_abs_values_21 | 88.744348 | 1.114364 |
| mAP_test_abs_values_10 | 88.727826 | 0.925738 |
| average_map | 88.691689 | 0.447810 |
| mAP_test_abs_values_3 | 88.660435 | 1.383150 |
| mAP_test_abs_values_8 | 88.655652 | 0.848490 |
| mAP_test_abs_values_25 | 88.624348 | 1.407047 |
| mAP_test_abs_values_20 | 88.509130 | 1.029819 |
| mAP_test_abs_values | 88.414783 | 1.061414 |
| mAP_test_abs_values_2 | 88.394348 | 1.032424 |
| mAP_test_abs_values_6 | 88.335217 | 1.269960 |
| mAP_test_abs_values_4 | 88.250870 | 0.882450 |
| mAP_test_abs_values_5 | 88.163913 | 1.230516 |
| mAP_test_abs_values_24 | 88.097391 | 0.848363 |
| mAP_test_abs_values_15 | 88.012174 | 1.291218 |
| mAP_test_abs_values_12 | 87.907826 | 1.387480 |
| mAP_test_abs_values_26 | 87.749565 | 1.275936 |
| mAP_test_abs_values_22 | 87.727391 | 0.941050 |
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid_mwu_40['id'] = res_valid_mwu_40.index.to_series().apply(extract_number)
res_test_mwu_40['id'] = res_test_mwu_40.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid_mwu_40,res_test_mwu_40])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test_mwu_40 = res_test_mwu_40.sort_values(by=['id']).reset_index().query("index !='average_map'")
res_valid_mwu_40 = res_valid_mwu_40.reset_index(drop=True)
res_valid_mwu_40.columns = ['valid_score', 'std', 'id']
res_valid_mwu_40 = res_valid_mwu_40[['valid_score', 'id']]
res_test_mwu_40.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_40 = res_test_mwu_40[['test_score', 'id']]
result_merged_mwu_40 = pd.merge(res_valid_mwu_40,res_test_mwu_40,on='id')
result_merged_mwu_40.sort_values(by=['valid_score'], ascending=False,inplace=True)
result_merged_mwu_40 = result_merged_mwu_40[['id','valid_score','test_score']]
html_table = result_merged_mwu_40.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))| id | valid_score | test_score | |
|---|---|---|---|
| 0 | 19 | 87.960870 | 89.269565 |
| 1 | 16 | 87.872174 | 89.248696 |
| 2 | 13 | 87.854348 | 89.227826 |
| 3 | 11 | 87.737826 | 89.262609 |
| 4 | 20 | 87.654348 | 88.509130 |
| 5 | 9 | 87.468696 | 88.901304 |
| 6 | 18 | 87.410000 | 89.513478 |
| 7 | 6 | 87.366522 | 88.335217 |
| 8 | 12 | 87.363913 | 87.907826 |
| 9 | 8 | 87.361304 | 88.655652 |
| 10 | 10 | 87.325217 | 88.727826 |
| 11 | 7 | 87.151739 | 89.214348 |
| 12 | 2 | 87.103478 | 88.394348 |
| 13 | 17 | 87.071304 | 89.211304 |
| 14 | 15 | 86.999130 | 88.012174 |
| 15 | 23 | 86.904348 | 89.891304 |
| 16 | 14 | 86.674783 | 89.268261 |
| 17 | 25 | 86.425217 | 88.624348 |
| 18 | 4 | 86.422174 | 88.250870 |
| 19 | 3 | 86.333913 | 88.660435 |
| 20 | 5 | 86.278696 | 88.163913 |
| 21 | 1 | 86.224348 | 88.414783 |
| 22 | 26 | 85.878696 | 87.749565 |
| 23 | 22 | 85.663913 | 87.727391 |
| 24 | 21 | 85.563043 | 88.744348 |
| 25 | 24 | 85.526522 | 88.097391 |
Code
#%%
dt_valid = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_24082024_{layer_vsn}.csv")
dt_test = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_24082024_{layer_vsn}.csv")
output_size = 56
query = (
"output_size == @output_size "
)
dt_valid = dt_valid.query(query)
dt_test = dt_test.query(query)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 20 | 372 | 56 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 81.26 | 83.15 | 83.43 | 82.83 | 83.69 | 82.88 | 83.91 | 81.38 | 83.04 | 82.28 | 85.14 | 82.12 | 82.40 | 83.74 | 81.18 | 84.48 | 83.28 | 83.59 | 86.14 | 84.71 | 80.33 | 81.80 | 79.95 | 81.36 | 80.58 | 80.07 |
| 21 | 372 | 56 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 82.46 | 82.07 | 84.14 | 84.22 | 83.33 | 85.00 | 83.33 | 83.90 | 85.17 | 84.87 | 86.67 | 83.95 | 83.04 | 84.40 | 85.24 | 86.82 | 85.21 | 83.90 | 86.28 | 84.80 | 82.70 | 82.19 | 82.94 | 81.29 | 83.15 | 81.78 |
| 22 | 372 | 56 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 82.46 | 83.32 | 83.27 | 82.92 | 83.15 | 82.50 | 84.00 | 84.26 | 85.00 | 85.31 | 82.47 | 85.86 | 84.88 | 86.09 | 83.95 | 85.17 | 82.66 | 82.96 | 84.45 | 84.61 | 84.34 | 82.32 | 82.70 | 85.92 | 82.44 | 81.00 |
| 23 | 372 | 56 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 83.20 | 84.97 | 82.53 | 85.19 | 83.89 | 84.12 | 85.04 | 84.41 | 84.00 | 83.31 | 85.78 | 84.69 | 84.89 | 83.50 | 84.05 | 84.45 | 86.74 | 85.41 | 84.58 | 86.20 | 80.20 | 81.76 | 81.07 | 79.46 | 82.60 | 82.38 |
| 52 | 372 | 56 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 84.51 | 83.55 | 82.92 | 83.52 | 83.03 | 82.88 | 84.13 | 85.65 | 83.03 | 83.56 | 83.44 | 82.79 | 82.76 | 83.35 | 81.85 | 85.41 | 83.80 | 84.20 | 86.59 | 84.24 | 81.29 | 80.98 | 81.52 | 78.79 | 81.50 | 81.03 |
| 53 | 372 | 56 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 81.09 | 83.86 | 82.96 | 84.77 | 83.40 | 83.69 | 82.51 | 85.68 | 83.61 | 84.44 | 86.30 | 86.03 | 87.36 | 85.21 | 87.43 | 85.39 | 83.83 | 82.93 | 84.28 | 86.20 | 82.09 | 83.27 | 82.80 | 82.89 | 83.42 | 84.24 |
| 54 | 372 | 56 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 83.27 | 84.12 | 86.33 | 83.96 | 83.12 | 85.77 | 85.62 | 84.43 | 83.72 | 86.46 | 85.38 | 86.46 | 81.24 | 84.17 | 84.51 | 84.46 | 84.44 | 85.23 | 86.30 | 85.72 | 82.96 | 83.19 | 82.55 | 81.80 | 85.53 | 81.64 |
| 55 | 372 | 56 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 85.67 | 84.20 | 84.66 | 83.82 | 83.09 | 86.67 | 85.12 | 85.95 | 86.46 | 85.13 | 87.47 | 85.33 | 83.42 | 85.25 | 85.45 | 85.30 | 84.46 | 85.86 | 85.67 | 86.31 | 83.96 | 82.84 | 85.81 | 82.19 | 84.75 | 19.49 |
| 84 | 372 | 56 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 84.04 | 83.44 | 84.64 | 84.80 | 81.39 | 85.58 | 84.05 | 84.73 | 84.13 | 86.34 | 84.23 | 85.38 | 83.68 | 82.60 | 82.81 | 85.68 | 84.11 | 84.48 | 84.12 | 83.18 | 81.04 | 82.16 | 81.65 | 82.48 | 83.14 | 82.07 |
| 85 | 372 | 56 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 83.01 | 85.29 | 83.78 | 85.01 | 83.96 | 83.29 | 85.29 | 84.08 | 84.00 | 83.37 | 85.02 | 85.06 | 85.77 | 85.10 | 83.58 | 86.24 | 84.61 | 86.66 | 86.74 | 86.38 | 81.41 | 83.42 | 83.80 | 83.00 | 83.02 | 84.80 |
| 86 | 372 | 56 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 84.67 | 85.56 | 83.23 | 83.14 | 84.89 | 85.02 | 86.08 | 84.74 | 86.09 | 85.56 | 85.80 | 85.46 | 86.62 | 84.67 | 84.56 | 83.63 | 83.66 | 85.71 | 85.07 | 84.99 | 81.67 | 83.05 | 82.72 | 84.16 | 84.13 | 82.67 |
| 87 | 372 | 56 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.52 | 82.78 | 85.42 | 84.66 | 84.38 | 83.77 | 86.42 | 84.30 | 85.13 | 88.44 | 86.43 | 85.41 | 83.62 | 85.17 | 84.21 | 85.42 | 84.70 | 87.89 | 86.47 | 85.97 | 82.49 | 82.00 | 82.74 | 82.27 | 82.70 | 81.28 |
| 116 | 372 | 56 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 83.10 | 84.33 | 83.19 | 85.98 | 83.04 | 82.94 | 84.01 | 83.17 | 84.93 | 85.12 | 87.41 | 85.15 | 84.11 | 85.64 | 83.76 | 86.59 | 83.23 | 85.26 | 85.01 | 85.88 | 82.98 | 79.81 | 82.65 | 81.68 | 83.28 | 84.24 |
| 117 | 372 | 56 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 83.06 | 84.38 | 84.77 | 84.70 | 85.50 | 86.62 | 86.55 | 82.68 | 85.75 | 83.81 | 86.93 | 86.57 | 84.94 | 86.27 | 83.98 | 86.47 | 85.07 | 85.52 | 85.33 | 86.22 | 82.65 | 81.82 | 83.92 | 82.15 | 84.01 | 83.45 |
| 118 | 372 | 56 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 83.69 | 85.39 | 83.73 | 85.44 | 84.56 | 85.22 | 84.85 | 86.87 | 85.09 | 83.86 | 86.77 | 86.27 | 84.61 | 84.76 | 82.63 | 85.49 | 85.37 | 86.95 | 86.63 | 87.37 | 83.52 | 82.06 | 82.20 | 82.30 | 83.47 | 83.66 |
| 119 | 372 | 56 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 85.08 | 84.10 | 82.13 | 85.64 | 83.50 | 85.26 | 83.87 | 85.23 | 84.97 | 85.17 | 85.95 | 89.11 | 84.30 | 86.24 | 85.98 | 87.83 | 85.00 | 85.00 | 86.94 | 85.89 | 83.74 | 82.83 | 83.47 | 82.08 | 84.00 | 83.20 |
| 148 | 372 | 56 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 81.88 | 83.72 | 84.78 | 84.36 | 82.50 | 84.21 | 83.89 | 85.89 | 83.29 | 83.41 | 85.56 | 86.86 | 82.51 | 84.84 | 81.91 | 86.62 | 84.98 | 84.65 | 85.81 | 84.29 | 84.40 | 81.58 | 82.62 | 84.02 | 82.73 | 82.87 |
| 149 | 372 | 56 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 83.47 | 85.02 | 85.43 | 83.78 | 82.63 | 85.41 | 85.16 | 87.83 | 84.36 | 84.83 | 85.55 | 85.74 | 85.24 | 86.79 | 87.11 | 85.95 | 85.35 | 84.23 | 86.06 | 84.55 | 83.24 | 82.31 | 81.77 | 84.88 | 85.24 | 86.35 |
| 150 | 372 | 56 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 84.41 | 85.25 | 83.97 | 85.42 | 85.27 | 84.83 | 85.06 | 85.83 | 86.66 | 84.74 | 87.55 | 87.18 | 86.51 | 85.45 | 85.55 | 86.35 | 84.55 | 86.72 | 85.21 | 87.01 | 84.27 | 84.05 | 85.73 | 84.11 | 84.21 | 82.53 |
| 151 | 372 | 56 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 85.19 | 85.36 | 84.13 | 86.80 | 85.53 | 85.95 | 85.33 | 85.46 | 85.69 | 86.68 | 85.89 | 87.07 | 84.74 | 87.31 | 86.28 | 86.84 | 85.25 | 88.19 | 85.03 | 86.03 | 84.77 | 83.20 | 84.12 | 82.10 | 83.63 | 83.54 |
| 180 | 372 | 56 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 83.47 | 82.97 | 84.64 | 84.96 | 81.26 | 84.93 | 85.30 | 79.53 | 85.57 | 85.46 | 85.98 | 84.81 | 85.50 | 84.62 | 83.64 | 19.49 | 86.22 | 87.76 | 84.30 | 85.05 | 82.17 | 83.77 | 83.23 | 84.23 | 82.68 | 81.08 |
| 181 | 372 | 56 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 84.52 | 84.65 | 83.14 | 85.21 | 85.84 | 86.48 | 85.77 | 84.17 | 85.86 | 86.15 | 84.23 | 86.20 | 87.01 | 86.02 | 85.80 | 87.10 | 86.39 | 84.38 | 84.52 | 87.16 | 82.66 | 83.30 | 81.99 | 85.52 | 84.74 | 85.46 |
| 182 | 372 | 56 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 85.54 | 83.92 | 85.62 | 85.16 | 84.77 | 86.41 | 86.78 | 19.49 | 84.51 | 87.18 | 85.88 | 85.30 | 84.24 | 84.71 | 86.19 | 85.97 | 85.07 | 86.16 | 82.16 | 86.27 | 85.80 | 83.66 | 83.47 | 83.11 | 83.09 | 83.94 |
| 183 | 372 | 56 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 85.58 | 88.16 | 84.44 | 85.30 | 85.32 | 85.00 | 84.04 | 86.42 | 86.36 | 86.40 | 87.00 | 85.35 | 87.45 | 83.66 | 85.26 | 86.27 | 87.03 | 85.23 | 85.77 | 85.46 | 83.54 | 85.61 | 85.12 | 84.19 | 84.72 | 84.47 |
| 212 | 372 | 56 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 83.34 | 84.58 | 83.49 | 86.38 | 85.63 | 85.69 | 84.05 | 83.50 | 84.28 | 86.34 | 86.56 | 85.80 | 84.55 | 84.94 | 82.18 | 85.03 | 85.83 | 85.61 | 83.64 | 84.30 | 83.35 | 80.48 | 84.06 | 82.87 | 83.08 | 80.60 |
| 213 | 372 | 56 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 83.56 | 85.58 | 85.51 | 85.09 | 86.44 | 86.43 | 84.38 | 86.45 | 85.96 | 87.37 | 86.10 | 85.59 | 85.96 | 85.90 | 85.65 | 85.85 | 85.26 | 86.69 | 85.38 | 84.98 | 85.03 | 83.54 | 85.66 | 83.99 | 83.77 | 81.84 |
| 214 | 372 | 56 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 82.57 | 84.92 | 84.35 | 83.54 | 84.02 | 85.97 | 85.11 | 84.18 | 86.75 | 87.84 | 88.50 | 85.73 | 86.21 | 85.46 | 84.49 | 85.12 | 85.32 | 86.05 | 85.48 | 85.42 | 85.07 | 80.65 | 87.35 | 84.46 | 81.39 | 85.08 |
| 215 | 372 | 56 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 84.71 | 84.13 | 84.35 | 84.25 | 84.17 | 84.93 | 86.78 | 84.88 | 86.07 | 84.64 | 86.77 | 85.75 | 85.01 | 85.91 | 85.83 | 86.59 | 86.61 | 88.48 | 85.24 | 83.98 | 85.91 | 82.21 | 83.89 | 84.70 | 83.30 | 81.75 |
| 244 | 372 | 56 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 84.35 | 81.53 | 83.99 | 82.29 | 84.42 | 84.51 | 84.92 | 83.16 | 84.83 | 85.63 | 83.78 | 85.62 | 85.34 | 84.19 | 84.49 | 87.61 | 86.57 | 86.47 | 86.12 | 85.32 | 84.81 | 84.20 | 83.85 | 80.59 | 84.34 | 84.09 |
| 245 | 372 | 56 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.30 | 84.51 | 84.43 | 85.82 | 83.37 | 85.60 | 88.06 | 86.43 | 87.00 | 83.08 | 85.61 | 86.74 | 86.02 | 85.95 | 83.41 | 86.75 | 85.57 | 86.44 | 87.31 | 87.20 | 83.19 | 83.43 | 85.39 | 84.37 | 84.14 | 82.86 |
| 246 | 372 | 56 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 83.16 | 84.72 | 83.87 | 19.49 | 85.68 | 85.30 | 85.55 | 85.95 | 85.04 | 86.32 | 85.24 | 86.17 | 85.53 | 86.09 | 86.37 | 86.95 | 86.24 | 87.41 | 85.38 | 86.34 | 83.22 | 82.81 | 85.02 | 84.07 | 83.68 | 84.26 |
| 247 | 372 | 56 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 84.42 | 85.67 | 85.66 | 85.78 | 84.20 | 85.81 | 85.19 | 84.24 | 85.39 | 85.52 | 85.15 | 85.95 | 86.66 | 86.18 | 86.62 | 88.71 | 86.11 | 86.69 | 86.40 | 85.15 | 81.50 | 83.54 | 85.00 | 84.46 | 83.86 | 84.03 |
| 276 | 372 | 56 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 85.57 | 84.37 | 81.78 | 84.75 | 85.69 | 85.28 | 85.40 | 85.23 | 83.52 | 86.04 | 84.17 | 85.61 | 84.48 | 84.46 | 84.42 | 85.22 | 84.66 | 84.51 | 87.42 | 85.65 | 82.13 | 84.52 | 82.76 | 84.53 | 84.12 | 82.62 |
| 277 | 372 | 56 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 82.34 | 84.88 | 86.28 | 84.74 | 83.95 | 85.72 | 84.55 | 87.33 | 86.45 | 87.61 | 85.21 | 87.00 | 85.32 | 85.03 | 86.32 | 88.14 | 86.43 | 87.76 | 85.80 | 86.14 | 83.47 | 83.72 | 81.18 | 82.11 | 81.76 | 82.94 |
| 278 | 372 | 56 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 85.30 | 85.67 | 86.06 | 84.27 | 83.75 | 86.25 | 85.36 | 86.54 | 84.20 | 83.82 | 85.00 | 86.63 | 87.39 | 85.65 | 85.66 | 87.12 | 85.29 | 84.81 | 84.16 | 85.43 | 83.27 | 85.54 | 84.37 | 85.00 | 84.68 | 84.19 |
| 279 | 372 | 56 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 84.73 | 85.55 | 85.73 | 85.19 | 84.77 | 84.56 | 86.53 | 85.60 | 88.12 | 85.90 | 86.62 | 86.32 | 89.09 | 83.73 | 85.27 | 86.02 | 85.84 | 84.55 | 86.97 | 86.71 | 83.88 | 84.21 | 82.53 | 81.65 | 84.00 | 85.53 |
| 308 | 372 | 56 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 81.33 | 84.06 | 82.62 | 81.80 | 82.38 | 85.17 | 82.82 | 84.16 | 83.37 | 83.04 | 84.69 | 83.65 | 85.43 | 84.74 | 80.85 | 83.30 | 82.33 | 83.73 | 85.12 | 85.35 | 81.50 | 81.69 | 80.14 | 83.04 | 81.67 | 79.93 |
| 309 | 372 | 56 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 83.30 | 84.18 | 85.30 | 83.67 | 85.36 | 83.16 | 83.61 | 85.12 | 85.69 | 84.91 | 85.57 | 88.63 | 84.88 | 82.95 | 86.32 | 86.49 | 87.11 | 84.78 | 86.03 | 88.65 | 84.60 | 81.75 | 82.91 | 82.76 | 83.85 | 82.52 |
| 310 | 372 | 56 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 84.95 | 84.64 | 84.06 | 85.27 | 83.92 | 85.54 | 84.38 | 86.02 | 83.67 | 86.34 | 87.63 | 85.62 | 86.14 | 84.73 | 85.47 | 87.05 | 85.33 | 86.57 | 86.88 | 86.61 | 83.08 | 81.77 | 83.71 | 82.25 | 81.13 | 82.08 |
| 311 | 372 | 56 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.47 | 84.88 | 84.26 | 83.87 | 83.73 | 85.40 | 83.22 | 86.28 | 84.63 | 85.96 | 88.03 | 85.19 | 86.00 | 85.82 | 85.36 | 86.23 | 84.21 | 84.66 | 86.42 | 87.00 | 81.17 | 81.68 | 84.31 | 82.61 | 83.61 | 81.73 |
| 340 | 372 | 56 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 82.20 | 84.15 | 84.00 | 83.07 | 82.60 | 85.66 | 82.38 | 84.30 | 84.14 | 83.77 | 83.89 | 84.56 | 83.68 | 83.81 | 83.39 | 84.21 | 83.38 | 85.56 | 86.08 | 84.65 | 81.79 | 82.13 | 83.41 | 82.33 | 83.67 | 83.70 |
| 341 | 372 | 56 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 81.20 | 85.59 | 85.04 | 84.12 | 85.66 | 85.59 | 89.01 | 86.66 | 86.47 | 85.55 | 86.19 | 85.78 | 86.19 | 85.52 | 86.95 | 87.20 | 84.68 | 85.57 | 86.12 | 83.89 | 80.24 | 83.31 | 81.64 | 83.85 | 84.62 | 83.54 |
| 342 | 372 | 56 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 84.37 | 85.44 | 83.84 | 83.80 | 85.20 | 84.69 | 86.04 | 84.98 | 85.46 | 85.26 | 85.30 | 85.84 | 85.76 | 82.60 | 86.06 | 84.79 | 85.43 | 84.32 | 86.17 | 88.27 | 81.12 | 82.28 | 83.46 | 84.27 | 81.39 | 84.85 |
| 343 | 372 | 56 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.23 | 85.43 | 83.68 | 86.20 | 82.27 | 85.66 | 85.31 | 86.04 | 86.38 | 86.08 | 87.43 | 87.10 | 85.61 | 85.68 | 84.97 | 86.10 | 84.04 | 86.34 | 84.94 | 87.17 | 84.61 | 82.94 | 83.61 | 82.61 | 83.17 | 84.70 |
| 372 | 372 | 56 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 83.65 | 84.37 | 81.91 | 81.88 | 83.73 | 84.52 | 84.28 | 86.26 | 85.62 | 84.52 | 84.55 | 82.97 | 83.33 | 84.52 | 84.50 | 85.44 | 86.24 | 84.08 | 85.14 | 84.79 | 80.02 | 78.95 | 83.52 | 82.17 | 82.46 | 80.42 |
| 373 | 372 | 56 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 84.11 | 84.37 | 83.75 | 84.82 | 84.04 | 85.96 | 83.92 | 84.47 | 86.07 | 85.99 | 86.59 | 86.76 | 84.27 | 85.04 | 83.59 | 85.60 | 84.09 | 87.75 | 87.02 | 85.27 | 84.03 | 83.29 | 82.19 | 85.14 | 82.92 | 82.94 |
| 374 | 372 | 56 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 85.72 | 85.40 | 84.42 | 84.98 | 84.04 | 86.04 | 82.74 | 85.37 | 85.71 | 86.01 | 84.65 | 86.32 | 85.20 | 86.37 | 85.42 | 87.36 | 86.10 | 84.79 | 85.23 | 86.01 | 85.54 | 82.65 | 83.84 | 84.14 | 84.36 | 84.68 |
| 375 | 372 | 56 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 83.35 | 84.76 | 85.67 | 84.37 | 83.32 | 84.67 | 86.18 | 83.95 | 84.04 | 84.21 | 86.32 | 87.00 | 84.88 | 87.43 | 86.27 | 86.64 | 86.14 | 86.07 | 83.76 | 86.98 | 83.74 | 82.36 | 83.68 | 80.93 | 83.39 | 81.85 |
| 404 | 372 | 56 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 82.88 | 84.54 | 83.18 | 82.75 | 84.67 | 84.94 | 85.76 | 86.09 | 83.70 | 85.45 | 85.54 | 83.50 | 84.63 | 84.30 | 82.52 | 84.32 | 86.68 | 85.14 | 87.25 | 84.73 | 82.09 | 83.20 | 83.23 | 83.50 | 80.77 | 81.31 |
| 405 | 372 | 56 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.16 | 85.55 | 84.92 | 85.59 | 84.58 | 85.27 | 84.91 | 84.87 | 85.26 | 86.07 | 85.36 | 87.49 | 84.88 | 85.58 | 85.13 | 85.98 | 85.69 | 86.40 | 86.88 | 84.15 | 83.97 | 83.48 | 85.01 | 84.72 | 84.03 | 82.69 |
| 406 | 372 | 56 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 85.31 | 84.27 | 84.25 | 85.43 | 84.43 | 84.85 | 86.14 | 86.02 | 86.47 | 84.65 | 87.27 | 85.19 | 88.76 | 86.43 | 85.94 | 87.83 | 85.97 | 86.78 | 86.71 | 87.19 | 83.28 | 82.72 | 83.42 | 81.65 | 84.22 | 84.90 |
| 407 | 372 | 56 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.05 | 84.71 | 85.75 | 85.63 | 85.33 | 85.60 | 86.52 | 85.44 | 86.50 | 86.41 | 85.73 | 85.61 | 85.29 | 87.59 | 85.25 | 87.35 | 87.41 | 87.95 | 85.55 | 86.08 | 84.77 | 80.70 | 85.54 | 81.89 | 83.77 | 83.23 |
| 436 | 372 | 56 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 82.65 | 83.23 | 82.39 | 86.45 | 82.26 | 83.78 | 82.93 | 84.51 | 85.15 | 84.36 | 85.24 | 85.73 | 85.62 | 85.10 | 83.60 | 85.56 | 82.78 | 85.88 | 86.55 | 84.72 | 86.20 | 82.78 | 84.60 | 82.55 | 84.28 | 82.17 |
| 437 | 372 | 56 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 84.25 | 84.01 | 84.44 | 84.51 | 85.15 | 85.86 | 88.21 | 84.40 | 87.30 | 87.17 | 85.93 | 87.21 | 88.12 | 85.57 | 84.70 | 86.25 | 85.74 | 84.99 | 87.81 | 87.49 | 84.14 | 82.96 | 82.86 | 82.87 | 82.79 | 82.88 |
| 438 | 372 | 56 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 82.64 | 84.63 | 83.31 | 86.14 | 83.70 | 84.31 | 83.99 | 85.26 | 88.56 | 86.35 | 86.30 | 87.08 | 84.43 | 86.91 | 84.88 | 86.71 | 87.37 | 87.90 | 86.03 | 84.93 | 82.81 | 84.39 | 83.68 | 83.91 | 83.44 | 84.47 |
| 439 | 372 | 56 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.90 | 85.21 | 84.47 | 82.47 | 84.81 | 85.78 | 84.45 | 87.15 | 88.23 | 85.42 | 86.61 | 87.50 | 86.05 | 85.02 | 86.23 | 85.66 | 86.09 | 84.90 | 86.89 | 85.31 | 82.31 | 84.47 | 83.71 | 85.92 | 84.93 | 84.12 |
| 468 | 372 | 56 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 84.43 | 84.89 | 84.57 | 82.66 | 82.08 | 85.50 | 86.24 | 86.55 | 85.91 | 84.97 | 83.41 | 85.47 | 85.21 | 84.89 | 83.84 | 83.19 | 83.37 | 84.93 | 84.67 | 84.20 | 81.56 | 83.74 | 85.53 | 82.56 | 82.43 | 84.87 |
| 469 | 372 | 56 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 82.99 | 84.58 | 85.25 | 82.92 | 86.05 | 85.58 | 84.26 | 85.65 | 85.99 | 84.64 | 85.08 | 85.68 | 86.24 | 85.73 | 85.84 | 86.51 | 84.71 | 86.63 | 86.40 | 86.12 | 84.41 | 83.50 | 84.51 | 84.69 | 81.51 | 83.31 |
| 470 | 372 | 56 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 83.35 | 85.10 | 83.35 | 84.44 | 85.35 | 86.50 | 86.18 | 86.13 | 86.46 | 86.12 | 86.12 | 85.49 | 88.72 | 85.10 | 86.51 | 87.19 | 84.61 | 87.21 | 86.77 | 85.64 | 85.21 | 84.01 | 85.81 | 84.02 | 83.47 | 83.81 |
| 471 | 372 | 56 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 83.72 | 85.40 | 87.18 | 85.58 | 83.88 | 85.49 | 86.73 | 86.12 | 86.56 | 86.52 | 84.65 | 87.35 | 87.93 | 84.86 | 85.74 | 85.98 | 86.20 | 85.98 | 86.11 | 87.35 | 83.17 | 83.08 | 85.68 | 85.02 | 82.21 | 83.10 |
| 500 | 372 | 56 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 83.08 | 85.74 | 83.54 | 84.84 | 83.11 | 85.66 | 85.76 | 85.60 | 85.68 | 84.44 | 85.51 | 84.46 | 86.84 | 85.60 | 85.17 | 87.10 | 85.21 | 83.84 | 86.81 | 86.31 | 82.23 | 82.39 | 84.51 | 85.14 | 84.74 | 84.81 |
| 501 | 372 | 56 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 85.70 | 85.71 | 85.98 | 85.51 | 83.88 | 85.02 | 84.49 | 85.93 | 85.97 | 85.23 | 86.33 | 86.84 | 86.40 | 84.68 | 85.22 | 85.39 | 85.62 | 86.20 | 87.12 | 86.25 | 84.69 | 82.91 | 85.93 | 86.39 | 82.83 | 84.87 |
| 502 | 372 | 56 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 84.00 | 86.98 | 83.49 | 83.91 | 85.67 | 85.22 | 84.90 | 86.89 | 85.14 | 86.11 | 86.96 | 84.90 | 85.44 | 83.94 | 85.34 | 83.47 | 85.56 | 86.46 | 85.49 | 86.22 | 82.82 | 82.17 | 86.13 | 82.80 | 82.20 | 82.60 |
| 503 | 372 | 56 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 85.91 | 83.98 | 86.09 | 83.03 | 82.95 | 85.62 | 85.58 | 86.93 | 85.31 | 85.21 | 86.20 | 86.62 | 87.38 | 86.57 | 85.68 | 86.49 | 83.64 | 85.37 | 86.88 | 85.24 | 86.13 | 84.20 | 85.69 | 83.14 | 85.67 | 82.34 |
| 532 | 372 | 56 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 83.91 | 84.82 | 85.31 | 86.25 | 85.71 | 85.10 | 85.73 | 87.22 | 85.71 | 84.23 | 85.12 | 84.82 | 86.01 | 85.85 | 84.81 | 84.15 | 84.01 | 84.12 | 84.96 | 85.73 | 82.38 | 83.70 | 83.49 | 82.45 | 82.65 | 81.76 |
| 533 | 372 | 56 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 85.82 | 85.60 | 84.78 | 86.75 | 85.93 | 84.45 | 85.87 | 84.80 | 86.60 | 83.37 | 86.99 | 87.09 | 85.77 | 84.04 | 86.74 | 85.32 | 85.96 | 85.91 | 86.64 | 85.58 | 83.33 | 84.52 | 83.17 | 84.21 | 81.90 | 85.08 |
| 534 | 372 | 56 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 85.08 | 83.22 | 84.99 | 85.45 | 85.54 | 85.75 | 86.81 | 85.97 | 85.14 | 86.61 | 84.67 | 87.66 | 86.20 | 85.21 | 84.12 | 88.40 | 86.95 | 86.49 | 85.68 | 86.53 | 85.26 | 83.58 | 85.99 | 84.37 | 82.85 | 84.37 |
| 535 | 372 | 56 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 84.05 | 86.26 | 87.05 | 86.13 | 83.97 | 86.18 | 86.04 | 86.27 | 87.16 | 87.18 | 84.27 | 86.15 | 85.54 | 84.60 | 86.52 | 85.95 | 86.04 | 87.13 | 84.90 | 87.05 | 82.21 | 83.01 | 84.83 | 83.11 | 84.04 | 85.32 |
| 564 | 372 | 56 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 82.65 | 83.58 | 86.30 | 83.29 | 84.01 | 85.91 | 83.42 | 85.62 | 84.89 | 86.17 | 85.76 | 85.68 | 85.19 | 84.90 | 84.79 | 84.10 | 86.38 | 84.82 | 87.40 | 84.32 | 82.88 | 82.30 | 83.46 | 80.82 | 83.82 | 82.67 |
| 565 | 372 | 56 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 82.87 | 84.84 | 83.36 | 86.90 | 85.86 | 84.84 | 85.46 | 87.17 | 87.21 | 83.52 | 84.94 | 85.71 | 87.38 | 84.08 | 85.00 | 85.79 | 86.00 | 87.03 | 86.64 | 85.35 | 85.15 | 83.52 | 85.27 | 83.98 | 84.89 | 84.07 |
| 566 | 372 | 56 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 82.30 | 85.17 | 86.99 | 82.99 | 81.93 | 86.50 | 87.66 | 84.93 | 86.74 | 86.27 | 84.81 | 84.51 | 85.74 | 86.81 | 85.88 | 85.85 | 83.97 | 85.46 | 87.45 | 85.46 | 85.12 | 84.24 | 84.62 | 82.20 | 82.23 | 85.84 |
| 567 | 372 | 56 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 85.20 | 83.81 | 83.94 | 84.50 | 86.80 | 85.51 | 84.89 | 84.91 | 86.70 | 85.93 | 83.63 | 86.63 | 85.63 | 86.22 | 84.41 | 87.20 | 87.23 | 85.35 | 86.08 | 86.37 | 84.85 | 84.32 | 83.41 | 83.88 | 83.28 | 83.23 |
| 596 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.51 | 85.98 | 85.99 | 87.17 | 85.92 | 87.95 | 88.14 | 87.12 | 87.19 | 87.11 | 86.95 | 87.56 | 88.65 | 87.99 | 88.39 | 87.94 | 88.48 | 88.08 | 88.59 | 87.09 | 88.52 | 87.05 | 88.08 | 86.27 | 86.86 | 85.45 |
| 597 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 84.70 | 87.00 | 86.36 | 86.19 | 86.57 | 87.14 | 88.43 | 88.50 | 86.87 | 88.66 | 88.75 | 89.28 | 87.17 | 85.96 | 86.64 | 88.58 | 86.59 | 88.10 | 88.51 | 87.35 | 88.15 | 86.17 | 85.77 | 83.95 | 88.72 | 84.78 |
| 598 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.68 | 85.17 | 86.79 | 84.82 | 86.48 | 87.30 | 87.13 | 88.15 | 85.91 | 87.28 | 87.23 | 86.72 | 88.12 | 85.62 | 87.94 | 88.49 | 87.39 | 88.15 | 88.64 | 88.20 | 85.62 | 85.21 | 87.66 | 83.76 | 85.86 | 85.97 |
| 599 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.54 | 87.50 | 86.68 | 87.74 | 87.21 | 86.02 | 87.83 | 87.56 | 87.18 | 86.81 | 88.97 | 86.81 | 87.89 | 85.99 | 86.62 | 86.89 | 88.88 | 88.76 | 87.90 | 90.01 | 87.56 | 84.92 | 87.97 | 85.10 | 85.73 | 87.20 |
| 628 | 372 | 56 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 84.72 | 86.51 | 85.19 | 86.77 | 86.69 | 86.23 | 87.47 | 88.61 | 86.42 | 87.02 | 87.36 | 87.48 | 86.90 | 86.43 | 86.33 | 88.86 | 87.94 | 87.12 | 88.23 | 88.97 | 86.58 | 85.28 | 86.50 | 83.07 | 85.76 | 85.92 |
| 629 | 372 | 56 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.27 | 86.68 | 87.80 | 86.35 | 86.50 | 86.47 | 86.60 | 88.04 | 87.67 | 87.83 | 87.47 | 86.51 | 86.67 | 87.72 | 86.42 | 89.27 | 86.57 | 88.66 | 87.05 | 88.76 | 87.48 | 87.61 | 88.86 | 86.62 | 87.27 | 86.86 |
| 630 | 372 | 56 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.24 | 87.85 | 86.25 | 87.13 | 86.08 | 87.58 | 87.32 | 87.12 | 87.78 | 87.40 | 87.88 | 86.81 | 86.43 | 87.87 | 86.03 | 87.51 | 85.18 | 86.94 | 86.03 | 87.86 | 86.52 | 85.24 | 88.12 | 85.21 | 86.71 | 86.41 |
| 631 | 372 | 56 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 85.92 | 87.90 | 87.26 | 86.28 | 86.57 | 88.43 | 87.12 | 88.16 | 86.79 | 87.70 | 87.94 | 87.95 | 87.31 | 86.82 | 86.68 | 88.15 | 86.85 | 87.40 | 87.91 | 87.51 | 85.34 | 85.26 | 87.39 | 85.88 | 86.90 | 85.72 |
| 660 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.88 | 87.50 | 86.53 | 87.13 | 85.71 | 86.91 | 87.46 | 87.23 | 87.55 | 88.30 | 87.98 | 87.62 | 87.07 | 86.48 | 87.57 | 88.49 | 86.38 | 87.91 | 85.81 | 87.73 | 86.83 | 85.19 | 85.38 | 86.89 | 87.36 | 85.23 |
| 661 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.01 | 85.94 | 87.43 | 85.93 | 87.06 | 87.35 | 85.72 | 87.32 | 87.39 | 87.08 | 88.00 | 87.07 | 87.53 | 86.70 | 86.78 | 88.34 | 85.72 | 88.77 | 85.71 | 88.37 | 85.22 | 84.80 | 87.69 | 85.21 | 87.46 | 86.76 |
| 662 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.69 | 87.24 | 87.23 | 87.75 | 86.01 | 87.56 | 86.61 | 87.38 | 87.15 | 86.11 | 87.34 | 86.51 | 88.27 | 88.69 | 87.49 | 87.65 | 86.54 | 87.46 | 87.56 | 88.68 | 89.09 | 85.83 | 88.46 | 87.08 | 85.03 | 86.19 |
| 663 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.00 | 86.78 | 87.37 | 86.29 | 86.92 | 87.59 | 86.81 | 87.71 | 88.07 | 88.05 | 87.62 | 88.93 | 88.39 | 87.79 | 85.75 | 87.96 | 87.67 | 87.12 | 88.12 | 86.72 | 85.00 | 87.06 | 87.55 | 86.60 | 87.44 | 84.11 |
| 692 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.69 | 85.88 | 86.20 | 87.13 | 86.39 | 86.84 | 87.83 | 86.59 | 87.19 | 87.57 | 88.76 | 87.89 | 87.63 | 88.13 | 87.77 | 88.31 | 87.57 | 88.03 | 88.57 | 88.66 | 85.49 | 84.31 | 87.20 | 85.56 | 86.29 | 87.43 |
| 693 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.63 | 86.68 | 87.48 | 87.35 | 88.15 | 88.53 | 87.99 | 87.37 | 87.42 | 87.10 | 88.67 | 88.32 | 89.25 | 87.13 | 88.05 | 86.38 | 85.73 | 87.93 | 88.17 | 88.15 | 84.98 | 86.51 | 87.57 | 86.55 | 88.57 | 86.91 |
| 694 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.66 | 87.02 | 87.20 | 86.47 | 86.07 | 88.22 | 87.26 | 87.81 | 87.39 | 87.35 | 87.08 | 87.29 | 87.26 | 86.57 | 87.71 | 86.54 | 88.51 | 88.18 | 88.13 | 88.62 | 89.31 | 83.51 | 87.25 | 84.36 | 87.02 | 87.14 |
| 695 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.17 | 86.41 | 86.13 | 88.23 | 87.12 | 88.02 | 88.00 | 87.83 | 88.03 | 88.55 | 87.51 | 87.51 | 88.79 | 88.01 | 87.50 | 88.61 | 87.65 | 88.56 | 88.41 | 88.88 | 88.80 | 84.80 | 86.93 | 85.62 | 86.25 | 85.12 |
| 724 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.43 | 87.11 | 87.81 | 87.71 | 85.85 | 86.83 | 85.30 | 86.98 | 87.35 | 87.20 | 87.84 | 87.81 | 87.95 | 88.80 | 85.99 | 87.19 | 87.58 | 87.65 | 88.32 | 89.02 | 84.66 | 85.96 | 86.53 | 85.13 | 85.82 | 84.68 |
| 725 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 85.69 | 86.73 | 85.65 | 86.47 | 87.19 | 86.69 | 87.19 | 86.86 | 86.86 | 87.30 | 86.75 | 87.66 | 88.02 | 86.91 | 86.47 | 88.52 | 85.81 | 86.55 | 87.79 | 88.55 | 87.60 | 85.25 | 87.46 | 86.82 | 85.37 | 86.13 |
| 726 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.36 | 87.56 | 87.11 | 86.08 | 85.91 | 87.46 | 86.46 | 87.81 | 87.54 | 88.33 | 88.85 | 86.40 | 87.49 | 88.00 | 87.28 | 87.14 | 85.56 | 87.76 | 87.20 | 88.97 | 85.85 | 86.75 | 85.76 | 85.85 | 86.95 | 83.37 |
| 727 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 85.07 | 87.58 | 86.94 | 86.32 | 87.22 | 87.38 | 87.03 | 87.01 | 88.71 | 87.74 | 87.04 | 88.15 | 88.05 | 85.64 | 87.94 | 88.58 | 87.32 | 88.73 | 88.49 | 87.06 | 86.15 | 84.33 | 87.45 | 84.61 | 85.49 | 86.88 |
| 756 | 372 | 56 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.07 | 86.71 | 87.66 | 86.07 | 85.59 | 86.37 | 87.31 | 87.44 | 87.92 | 87.27 | 86.95 | 86.60 | 87.96 | 87.48 | 87.07 | 88.10 | 86.47 | 88.20 | 88.66 | 88.30 | 84.75 | 85.24 | 86.38 | 85.71 | 85.60 | 85.18 |
| 757 | 372 | 56 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.76 | 85.33 | 86.84 | 85.50 | 86.47 | 87.43 | 87.27 | 87.37 | 86.42 | 87.66 | 86.87 | 87.32 | 87.64 | 86.42 | 87.23 | 87.24 | 86.77 | 86.32 | 87.01 | 87.90 | 83.90 | 85.60 | 86.76 | 86.03 | 86.66 | 85.50 |
| 758 | 372 | 56 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.58 | 87.17 | 85.52 | 85.84 | 85.07 | 88.85 | 88.24 | 86.26 | 86.87 | 86.59 | 88.34 | 88.21 | 87.49 | 86.86 | 88.55 | 87.89 | 88.90 | 86.56 | 87.45 | 87.14 | 83.98 | 84.19 | 84.39 | 85.16 | 86.37 | 88.73 |
| 759 | 372 | 56 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 85.46 | 86.35 | 85.76 | 84.94 | 85.81 | 85.86 | 87.95 | 87.94 | 88.18 | 87.34 | 86.87 | 88.15 | 87.48 | 88.34 | 87.63 | 87.41 | 86.34 | 86.80 | 88.05 | 86.66 | 87.29 | 85.34 | 86.72 | 86.33 | 84.63 | 84.77 |
| 788 | 372 | 56 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.39 | 87.06 | 86.40 | 88.55 | 85.98 | 86.06 | 86.27 | 86.91 | 86.75 | 86.30 | 87.31 | 86.95 | 86.87 | 86.42 | 86.00 | 87.13 | 86.64 | 86.84 | 88.21 | 86.95 | 86.34 | 84.42 | 86.51 | 84.45 | 85.83 | 85.67 |
| 789 | 372 | 56 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.04 | 88.25 | 86.57 | 87.20 | 85.36 | 87.07 | 86.95 | 85.73 | 88.07 | 87.05 | 88.04 | 85.72 | 88.42 | 87.03 | 87.08 | 87.49 | 86.88 | 87.97 | 88.33 | 88.96 | 84.95 | 85.81 | 85.27 | 85.23 | 87.00 | 84.56 |
| 790 | 372 | 56 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.39 | 86.58 | 85.81 | 86.13 | 85.76 | 87.68 | 86.81 | 86.40 | 88.46 | 86.44 | 87.10 | 87.09 | 85.79 | 87.16 | 85.25 | 87.17 | 86.54 | 87.28 | 86.08 | 87.72 | 86.20 | 85.46 | 85.34 | 86.93 | 87.45 | 86.18 |
| 791 | 372 | 56 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 85.61 | 86.06 | 85.81 | 87.20 | 85.60 | 87.23 | 85.80 | 88.01 | 88.70 | 86.76 | 87.54 | 84.69 | 87.31 | 87.54 | 85.91 | 87.43 | 85.21 | 86.93 | 87.40 | 87.45 | 85.52 | 86.33 | 87.24 | 84.70 | 85.28 | 84.42 |
| 820 | 372 | 56 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.08 | 87.72 | 86.97 | 85.80 | 88.16 | 87.61 | 87.43 | 88.01 | 88.28 | 87.85 | 86.58 | 86.41 | 88.26 | 87.43 | 85.62 | 85.98 | 86.12 | 85.45 | 87.18 | 87.66 | 86.43 | 84.91 | 86.96 | 87.13 | 85.45 | 86.06 |
| 821 | 372 | 56 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 83.92 | 87.65 | 85.63 | 86.52 | 87.44 | 85.99 | 87.14 | 86.71 | 88.33 | 86.87 | 88.14 | 88.02 | 88.01 | 87.89 | 85.70 | 86.47 | 86.88 | 87.34 | 87.85 | 88.68 | 86.91 | 84.94 | 87.02 | 87.28 | 86.80 | 85.59 |
| 822 | 372 | 56 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.71 | 87.77 | 87.66 | 84.44 | 85.28 | 87.04 | 86.30 | 86.84 | 87.20 | 87.18 | 88.16 | 86.96 | 87.28 | 88.43 | 85.51 | 86.71 | 85.77 | 87.91 | 87.44 | 87.70 | 86.02 | 84.32 | 85.26 | 86.82 | 82.96 | 85.36 |
| 823 | 372 | 56 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.27 | 85.80 | 85.33 | 85.20 | 85.53 | 86.38 | 85.11 | 87.71 | 87.08 | 87.06 | 86.79 | 88.38 | 87.19 | 85.30 | 86.59 | 88.86 | 86.34 | 87.55 | 87.24 | 86.44 | 85.95 | 85.46 | 86.70 | 85.06 | 85.54 | 85.52 |
| 852 | 372 | 56 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.50 | 84.94 | 86.25 | 86.27 | 86.35 | 86.68 | 86.16 | 86.25 | 87.08 | 88.58 | 88.14 | 88.90 | 87.73 | 87.42 | 86.26 | 86.01 | 85.77 | 86.45 | 88.28 | 86.00 | 85.92 | 86.28 | 87.59 | 87.77 | 84.22 | 84.90 |
| 853 | 372 | 56 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 83.65 | 84.34 | 86.62 | 87.72 | 85.74 | 87.43 | 87.92 | 85.89 | 88.10 | 86.31 | 87.98 | 85.84 | 87.98 | 85.15 | 84.95 | 86.31 | 86.65 | 88.23 | 88.23 | 88.33 | 87.33 | 85.13 | 83.63 | 85.63 | 82.99 | 84.91 |
| 854 | 372 | 56 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.20 | 85.85 | 87.21 | 85.80 | 87.07 | 85.91 | 86.05 | 87.97 | 88.39 | 86.55 | 87.18 | 87.16 | 87.41 | 87.28 | 87.55 | 88.19 | 87.16 | 88.58 | 86.89 | 87.31 | 83.93 | 86.84 | 88.41 | 84.64 | 87.49 | 87.79 |
| 855 | 372 | 56 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.80 | 88.46 | 87.90 | 86.08 | 86.66 | 86.93 | 87.59 | 87.69 | 86.89 | 86.79 | 85.75 | 87.02 | 87.53 | 85.60 | 86.62 | 87.55 | 86.95 | 87.97 | 87.03 | 87.15 | 88.23 | 84.93 | 85.34 | 85.60 | 86.04 | 86.04 |
| 884 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.01 | 88.70 | 86.07 | 87.59 | 87.06 | 87.07 | 87.90 | 86.77 | 86.30 | 87.45 | 88.36 | 88.92 | 87.46 | 86.55 | 86.75 | 88.27 | 86.87 | 89.02 | 87.33 | 87.55 | 88.52 | 86.00 | 88.03 | 84.93 | 87.06 | 87.84 |
| 885 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.61 | 84.55 | 87.45 | 87.34 | 88.32 | 87.48 | 87.97 | 87.06 | 87.08 | 87.13 | 87.48 | 87.02 | 87.48 | 88.99 | 87.43 | 87.52 | 88.71 | 86.82 | 87.63 | 87.95 | 87.30 | 86.88 | 87.75 | 85.38 | 87.07 | 86.70 |
| 886 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.68 | 87.97 | 87.25 | 87.30 | 86.92 | 85.91 | 86.76 | 87.47 | 87.34 | 86.63 | 87.09 | 86.99 | 88.11 | 85.34 | 84.85 | 86.86 | 86.66 | 87.92 | 87.19 | 85.90 | 87.72 | 85.84 | 86.58 | 86.80 | 86.70 | 85.43 |
| 887 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.42 | 88.22 | 86.13 | 88.14 | 86.85 | 87.43 | 88.49 | 86.62 | 86.46 | 86.75 | 88.90 | 88.20 | 89.71 | 87.37 | 86.62 | 88.65 | 88.60 | 88.37 | 88.93 | 88.23 | 87.89 | 85.34 | 88.91 | 85.03 | 88.20 | 86.53 |
| 916 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.20 | 88.41 | 87.22 | 86.75 | 86.11 | 87.07 | 85.19 | 89.11 | 86.74 | 87.42 | 87.42 | 87.08 | 88.02 | 87.79 | 87.59 | 90.68 | 86.66 | 88.51 | 88.60 | 87.86 | 85.56 | 83.33 | 87.25 | 86.58 | 85.18 | 85.08 |
| 917 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.28 | 87.07 | 88.03 | 86.99 | 87.32 | 88.91 | 88.13 | 87.79 | 87.95 | 86.78 | 88.70 | 87.85 | 87.48 | 87.33 | 86.31 | 89.47 | 87.53 | 87.76 | 87.94 | 87.50 | 87.51 | 87.02 | 88.37 | 84.31 | 86.94 | 88.20 |
| 918 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.88 | 88.28 | 86.77 | 85.87 | 86.74 | 86.79 | 88.06 | 87.74 | 87.54 | 86.33 | 86.88 | 87.85 | 88.48 | 88.27 | 87.28 | 87.41 | 86.63 | 87.07 | 88.29 | 87.15 | 88.04 | 85.08 | 87.27 | 87.13 | 88.65 | 85.44 |
| 919 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.06 | 87.25 | 86.99 | 85.92 | 88.28 | 87.25 | 86.39 | 87.33 | 87.77 | 86.95 | 88.40 | 87.99 | 87.78 | 87.16 | 86.67 | 86.50 | 88.21 | 90.49 | 88.49 | 88.46 | 86.82 | 86.28 | 87.99 | 83.75 | 87.43 | 86.17 |
| 948 | 372 | 56 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 84.60 | 87.58 | 87.29 | 86.14 | 87.65 | 85.97 | 87.16 | 87.21 | 87.73 | 86.24 | 86.45 | 87.79 | 86.34 | 87.72 | 86.26 | 88.15 | 87.69 | 89.60 | 88.04 | 85.05 | 85.05 | 83.94 | 87.21 | 85.88 | 87.29 | 86.14 |
| 949 | 372 | 56 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.19 | 85.91 | 85.79 | 86.85 | 87.19 | 87.71 | 86.85 | 86.52 | 88.03 | 87.53 | 86.44 | 87.20 | 88.48 | 86.30 | 86.61 | 87.56 | 86.73 | 88.27 | 88.71 | 88.88 | 85.68 | 85.82 | 89.47 | 86.36 | 86.82 | 86.87 |
| 950 | 372 | 56 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.84 | 87.12 | 87.86 | 86.63 | 88.07 | 85.75 | 87.00 | 86.96 | 87.97 | 87.94 | 87.64 | 86.11 | 87.50 | 88.08 | 87.39 | 87.51 | 87.89 | 88.51 | 87.41 | 88.04 | 86.76 | 84.47 | 86.38 | 83.78 | 86.65 | 86.20 |
| 951 | 372 | 56 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.53 | 86.42 | 87.24 | 86.31 | 86.23 | 87.33 | 86.82 | 87.65 | 86.50 | 87.83 | 87.66 | 87.74 | 87.58 | 86.89 | 85.70 | 87.73 | 89.29 | 88.09 | 87.48 | 87.11 | 86.05 | 86.82 | 86.28 | 84.72 | 87.11 | 87.21 |
| 980 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.13 | 88.19 | 86.56 | 86.96 | 86.57 | 87.19 | 86.95 | 86.59 | 88.81 | 85.72 | 87.25 | 87.90 | 88.39 | 86.96 | 86.95 | 87.81 | 86.15 | 87.35 | 86.58 | 87.89 | 86.09 | 84.46 | 85.61 | 85.82 | 87.84 | 86.65 |
| 981 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.05 | 87.32 | 87.54 | 86.85 | 86.33 | 87.88 | 88.14 | 86.42 | 88.52 | 87.12 | 87.37 | 88.20 | 86.67 | 87.32 | 86.30 | 86.35 | 86.55 | 89.14 | 88.68 | 87.85 | 86.63 | 85.45 | 86.87 | 85.88 | 87.98 | 86.50 |
| 982 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.75 | 87.40 | 87.90 | 86.07 | 85.41 | 87.72 | 86.81 | 87.98 | 87.96 | 86.70 | 87.21 | 88.38 | 89.63 | 87.68 | 86.76 | 87.64 | 86.62 | 87.38 | 88.54 | 88.00 | 86.89 | 84.27 | 84.53 | 85.50 | 87.30 | 85.71 |
| 983 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.69 | 87.41 | 86.09 | 86.85 | 85.89 | 86.69 | 88.63 | 88.04 | 86.24 | 87.08 | 88.73 | 87.97 | 86.96 | 87.51 | 87.01 | 87.03 | 88.59 | 87.03 | 87.26 | 88.05 | 87.33 | 84.23 | 88.42 | 85.92 | 88.12 | 89.07 |
| 1012 | 372 | 56 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.59 | 87.85 | 87.14 | 87.07 | 86.41 | 88.05 | 87.25 | 87.21 | 87.34 | 86.29 | 87.38 | 87.75 | 88.66 | 89.01 | 85.84 | 89.22 | 87.40 | 87.53 | 87.96 | 87.28 | 86.13 | 87.42 | 87.01 | 85.14 | 87.87 | 87.58 |
| 1013 | 372 | 56 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.74 | 87.52 | 86.24 | 87.06 | 86.28 | 87.12 | 86.83 | 87.19 | 87.60 | 86.22 | 88.08 | 89.10 | 87.55 | 88.47 | 88.26 | 87.78 | 86.26 | 86.84 | 87.62 | 86.23 | 87.81 | 85.48 | 87.08 | 84.94 | 86.97 | 84.45 |
| 1014 | 372 | 56 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.39 | 87.31 | 87.09 | 87.04 | 87.31 | 87.39 | 86.28 | 87.35 | 88.59 | 87.09 | 88.41 | 87.95 | 85.65 | 86.53 | 85.60 | 88.38 | 87.73 | 88.07 | 88.25 | 87.67 | 86.34 | 86.12 | 87.05 | 84.92 | 85.92 | 87.29 |
| 1015 | 372 | 56 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.67 | 86.61 | 87.96 | 85.30 | 87.29 | 87.81 | 86.59 | 86.69 | 87.97 | 87.32 | 87.50 | 86.42 | 86.76 | 87.74 | 86.58 | 89.21 | 86.87 | 88.36 | 87.87 | 86.44 | 85.05 | 87.48 | 87.26 | 84.23 | 85.44 | 86.25 |
| 1044 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.13 | 85.43 | 88.31 | 85.65 | 87.19 | 88.13 | 88.04 | 85.76 | 86.24 | 86.18 | 88.05 | 87.97 | 88.28 | 88.85 | 86.44 | 89.19 | 88.81 | 88.23 | 87.60 | 88.80 | 85.07 | 86.70 | 83.38 | 84.83 | 86.49 | 83.89 |
| 1045 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.84 | 87.10 | 86.48 | 86.15 | 87.03 | 87.22 | 88.57 | 87.53 | 88.63 | 86.46 | 88.08 | 87.56 | 87.04 | 86.81 | 87.03 | 88.78 | 86.56 | 87.58 | 87.94 | 87.69 | 85.49 | 86.08 | 86.86 | 84.36 | 86.88 | 84.46 |
| 1046 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.02 | 87.29 | 85.40 | 87.54 | 85.16 | 86.94 | 87.53 | 87.29 | 87.33 | 87.30 | 87.36 | 88.69 | 88.28 | 87.68 | 87.76 | 87.93 | 87.46 | 87.85 | 88.73 | 87.89 | 88.32 | 86.69 | 86.20 | 85.36 | 86.88 | 87.00 |
| 1047 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.48 | 86.61 | 85.58 | 86.80 | 85.84 | 87.61 | 88.30 | 87.25 | 86.65 | 86.60 | 86.94 | 87.14 | 87.42 | 85.66 | 87.41 | 88.87 | 85.80 | 87.22 | 87.39 | 85.58 | 85.03 | 84.57 | 87.89 | 86.63 | 86.55 | 84.37 |
| 1076 | 372 | 56 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.03 | 87.23 | 86.44 | 87.44 | 84.55 | 87.02 | 88.00 | 87.53 | 86.56 | 86.13 | 87.68 | 86.74 | 87.06 | 85.20 | 84.87 | 86.14 | 87.37 | 88.65 | 87.92 | 86.61 | 86.16 | 85.73 | 85.88 | 85.17 | 87.30 | 85.95 |
| 1077 | 372 | 56 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.46 | 86.66 | 86.51 | 86.48 | 86.92 | 85.72 | 86.69 | 86.47 | 86.07 | 85.80 | 88.30 | 88.54 | 86.32 | 86.02 | 88.10 | 86.49 | 86.45 | 87.34 | 87.57 | 87.42 | 84.28 | 86.14 | 87.27 | 86.01 | 84.76 | 85.47 |
| 1078 | 372 | 56 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.78 | 86.45 | 85.21 | 85.77 | 87.79 | 88.52 | 87.94 | 86.52 | 86.73 | 88.17 | 88.00 | 86.83 | 86.67 | 85.55 | 85.36 | 87.95 | 87.48 | 86.51 | 88.16 | 87.56 | 84.12 | 86.61 | 87.26 | 85.31 | 87.27 | 84.88 |
| 1079 | 372 | 56 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.64 | 86.08 | 84.89 | 86.28 | 86.69 | 88.54 | 87.30 | 87.40 | 88.28 | 86.44 | 86.37 | 86.98 | 87.92 | 87.10 | 86.37 | 88.36 | 86.59 | 88.08 | 88.19 | 88.74 | 84.81 | 85.73 | 86.67 | 86.43 | 85.66 | 84.96 |
| 1108 | 372 | 56 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 85.42 | 86.14 | 86.32 | 87.25 | 86.82 | 88.46 | 86.91 | 86.72 | 86.43 | 86.19 | 88.37 | 87.69 | 86.90 | 86.67 | 85.01 | 87.12 | 86.59 | 87.05 | 87.43 | 87.85 | 85.62 | 85.70 | 87.49 | 85.93 | 83.76 | 84.86 |
| 1109 | 372 | 56 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.39 | 85.43 | 86.20 | 87.35 | 86.41 | 86.74 | 86.20 | 87.89 | 88.30 | 87.16 | 86.68 | 86.92 | 88.31 | 87.13 | 86.48 | 87.88 | 87.14 | 87.69 | 88.43 | 87.34 | 81.54 | 86.01 | 85.96 | 85.09 | 86.17 | 86.59 |
| 1110 | 372 | 56 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 85.52 | 86.80 | 85.30 | 86.25 | 85.83 | 85.75 | 88.13 | 86.41 | 88.13 | 88.29 | 86.75 | 84.37 | 86.64 | 87.64 | 86.68 | 87.96 | 87.12 | 86.44 | 88.18 | 87.92 | 81.43 | 84.05 | 86.66 | 86.47 | 86.24 | 85.10 |
| 1111 | 372 | 56 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 84.35 | 85.67 | 86.77 | 86.07 | 86.64 | 87.79 | 87.31 | 88.30 | 86.41 | 87.81 | 86.71 | 89.10 | 87.60 | 84.36 | 87.07 | 85.17 | 86.67 | 87.57 | 88.07 | 86.57 | 85.93 | 85.13 | 89.18 | 84.53 | 86.06 | 84.18 |
| 1140 | 372 | 56 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.28 | 85.10 | 87.02 | 84.81 | 86.52 | 88.48 | 87.00 | 86.74 | 87.48 | 86.35 | 86.62 | 86.01 | 88.08 | 86.77 | 85.08 | 87.58 | 87.01 | 87.79 | 86.77 | 87.48 | 86.11 | 85.80 | 86.40 | 85.46 | 82.91 | 88.19 |
| 1141 | 372 | 56 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 85.28 | 86.56 | 86.56 | 85.45 | 86.45 | 87.89 | 88.30 | 87.75 | 87.41 | 87.56 | 87.92 | 87.01 | 87.77 | 86.89 | 86.55 | 87.36 | 87.04 | 89.52 | 87.57 | 86.27 | 85.81 | 87.24 | 86.21 | 85.04 | 86.78 | 85.97 |
| 1142 | 372 | 56 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.99 | 86.58 | 87.40 | 85.57 | 86.85 | 87.59 | 88.26 | 85.77 | 87.71 | 86.92 | 86.54 | 88.05 | 86.44 | 87.88 | 85.42 | 88.11 | 86.35 | 88.42 | 86.82 | 88.62 | 85.90 | 84.32 | 85.90 | 84.04 | 85.28 | 85.80 |
| 1143 | 372 | 56 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.45 | 85.67 | 87.26 | 86.67 | 86.74 | 86.10 | 86.34 | 87.64 | 87.87 | 87.16 | 85.81 | 86.83 | 86.87 | 85.84 | 87.08 | 86.93 | 86.11 | 86.13 | 87.26 | 87.54 | 84.00 | 84.25 | 86.63 | 85.98 | 85.15 | 86.87 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 20 | 372 | 56 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.96 | 84.73 | 89.60 | 85.37 | 85.92 | 86.00 | 87.06 | 83.67 | 85.40 | 83.67 | 89.34 | 84.49 | 83.09 | 85.44 | 85.45 | 87.42 | 88.39 | 85.37 | 87.54 | 86.39 | 82.52 | 87.55 | 85.82 | 87.23 | 83.88 | 84.45 |
| 21 | 372 | 56 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.41 | 83.51 | 89.38 | 87.38 | 87.69 | 87.32 | 87.64 | 86.65 | 85.76 | 89.08 | 88.95 | 88.35 | 85.85 | 86.97 | 88.91 | 88.90 | 89.40 | 88.35 | 90.67 | 87.10 | 87.62 | 86.40 | 87.83 | 86.11 | 88.39 | 83.33 |
| 22 | 372 | 56 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.27 | 88.46 | 88.37 | 87.61 | 86.99 | 84.57 | 86.68 | 87.04 | 88.36 | 89.50 | 85.71 | 87.85 | 88.61 | 86.52 | 87.06 | 87.71 | 84.75 | 87.49 | 86.72 | 88.37 | 88.68 | 86.70 | 87.73 | 87.26 | 86.16 | 85.18 |
| 23 | 372 | 56 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.00 | 88.09 | 86.61 | 86.52 | 89.75 | 85.80 | 86.55 | 88.21 | 85.50 | 86.65 | 88.96 | 87.51 | 86.14 | 87.44 | 85.98 | 88.12 | 89.66 | 88.53 | 86.22 | 89.49 | 84.78 | 87.27 | 85.75 | 86.13 | 86.39 | 85.53 |
| 52 | 372 | 56 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.13 | 84.71 | 87.20 | 85.66 | 88.99 | 84.78 | 87.42 | 87.52 | 85.60 | 88.36 | 86.48 | 86.05 | 89.27 | 84.52 | 86.66 | 89.18 | 88.89 | 87.79 | 90.16 | 86.88 | 87.12 | 87.92 | 86.69 | 82.61 | 86.98 | 85.49 |
| 53 | 372 | 56 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.87 | 87.81 | 88.95 | 88.92 | 87.67 | 85.52 | 87.25 | 89.51 | 87.69 | 89.12 | 88.70 | 85.60 | 88.56 | 90.58 | 89.37 | 90.44 | 87.44 | 86.89 | 88.07 | 89.48 | 88.02 | 89.69 | 86.89 | 88.04 | 86.31 | 86.21 |
| 54 | 372 | 56 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.96 | 88.17 | 90.87 | 86.53 | 87.16 | 89.03 | 88.01 | 88.45 | 88.57 | 88.82 | 87.72 | 89.04 | 87.62 | 87.52 | 87.68 | 88.08 | 87.99 | 89.08 | 88.31 | 89.79 | 87.05 | 88.16 | 89.17 | 85.73 | 88.40 | 87.12 |
| 55 | 372 | 56 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.99 | 88.14 | 90.04 | 86.15 | 85.45 | 89.63 | 86.71 | 89.37 | 89.71 | 87.53 | 91.94 | 89.95 | 88.94 | 87.29 | 86.68 | 88.47 | 86.12 | 87.73 | 89.93 | 89.36 | 87.92 | 88.31 | 89.98 | 86.86 | 88.40 | 19.58 |
| 84 | 372 | 56 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.94 | 88.34 | 89.69 | 87.34 | 87.68 | 86.56 | 87.91 | 87.44 | 88.44 | 90.54 | 86.97 | 88.57 | 90.16 | 87.95 | 85.50 | 89.05 | 89.43 | 88.26 | 89.06 | 89.75 | 85.24 | 86.48 | 86.82 | 87.75 | 86.62 | 86.29 |
| 85 | 372 | 56 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.40 | 89.22 | 87.74 | 86.85 | 85.76 | 85.29 | 88.62 | 89.83 | 90.10 | 88.23 | 88.87 | 88.23 | 90.32 | 89.98 | 86.90 | 90.07 | 89.36 | 89.87 | 89.63 | 89.03 | 86.96 | 89.23 | 90.80 | 87.74 | 88.63 | 87.45 |
| 86 | 372 | 56 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.07 | 88.55 | 87.50 | 86.37 | 89.54 | 87.70 | 91.22 | 85.76 | 88.60 | 88.46 | 89.04 | 86.89 | 89.14 | 88.09 | 88.05 | 88.40 | 90.95 | 90.12 | 87.99 | 88.41 | 87.49 | 87.76 | 88.64 | 88.00 | 88.11 | 86.71 |
| 87 | 372 | 56 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.80 | 89.03 | 89.68 | 89.44 | 87.29 | 85.23 | 88.58 | 88.73 | 88.27 | 91.15 | 88.38 | 87.07 | 88.92 | 90.32 | 88.37 | 88.93 | 89.46 | 91.64 | 88.74 | 88.90 | 88.11 | 86.42 | 84.23 | 86.10 | 88.66 | 85.35 |
| 116 | 372 | 56 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.72 | 88.11 | 88.03 | 88.50 | 87.45 | 85.62 | 86.77 | 89.12 | 87.54 | 88.06 | 90.15 | 87.40 | 87.91 | 88.21 | 86.01 | 88.67 | 88.66 | 88.05 | 88.88 | 89.02 | 86.75 | 84.89 | 87.62 | 85.15 | 87.29 | 87.57 |
| 117 | 372 | 56 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.70 | 85.29 | 88.56 | 86.94 | 89.15 | 88.19 | 86.34 | 85.67 | 87.56 | 86.46 | 88.47 | 87.29 | 88.00 | 88.29 | 87.31 | 89.91 | 87.84 | 88.66 | 86.81 | 87.02 | 87.96 | 84.90 | 89.09 | 86.80 | 87.88 | 86.60 |
| 118 | 372 | 56 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.32 | 87.28 | 87.95 | 88.24 | 88.12 | 88.20 | 87.93 | 88.11 | 86.80 | 87.48 | 89.37 | 87.19 | 88.48 | 87.85 | 82.28 | 89.14 | 87.80 | 89.80 | 89.67 | 86.78 | 90.01 | 84.98 | 87.50 | 88.22 | 87.51 | 88.25 |
| 119 | 372 | 56 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.68 | 88.44 | 87.77 | 87.43 | 86.26 | 88.27 | 88.41 | 85.20 | 87.80 | 88.21 | 88.31 | 89.98 | 89.51 | 87.65 | 87.83 | 90.52 | 86.85 | 86.83 | 89.95 | 87.99 | 89.12 | 86.74 | 89.11 | 85.32 | 85.94 | 87.40 |
| 148 | 372 | 56 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 84.17 | 85.13 | 88.60 | 89.93 | 86.47 | 86.69 | 87.22 | 87.63 | 85.83 | 87.14 | 87.67 | 89.57 | 82.43 | 87.28 | 85.66 | 89.38 | 89.23 | 86.59 | 88.90 | 88.51 | 88.39 | 85.81 | 87.26 | 88.85 | 86.53 | 86.67 |
| 149 | 372 | 56 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.10 | 87.31 | 89.68 | 89.20 | 87.37 | 89.62 | 90.87 | 90.64 | 89.89 | 85.91 | 88.80 | 89.74 | 91.61 | 89.65 | 88.25 | 89.57 | 89.19 | 88.93 | 87.70 | 88.16 | 88.55 | 86.39 | 87.69 | 87.27 | 88.52 | 88.51 |
| 150 | 372 | 56 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.70 | 87.51 | 89.00 | 88.17 | 87.94 | 88.26 | 87.99 | 87.30 | 89.78 | 87.38 | 89.55 | 89.94 | 90.60 | 89.05 | 87.23 | 90.12 | 90.51 | 89.63 | 88.89 | 89.35 | 90.04 | 89.54 | 88.34 | 88.46 | 89.13 | 87.92 |
| 151 | 372 | 56 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.85 | 87.48 | 91.06 | 89.06 | 87.98 | 89.50 | 88.75 | 88.56 | 90.73 | 90.14 | 88.09 | 87.64 | 87.95 | 89.45 | 88.33 | 89.74 | 89.80 | 91.14 | 90.47 | 88.82 | 90.24 | 86.79 | 91.14 | 87.10 | 86.80 | 87.06 |
| 180 | 372 | 56 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 85.80 | 86.94 | 90.00 | 87.91 | 85.95 | 86.87 | 87.74 | 82.09 | 88.91 | 89.21 | 89.55 | 88.63 | 87.43 | 89.96 | 87.19 | 19.58 | 90.79 | 90.51 | 87.27 | 88.39 | 86.63 | 89.45 | 89.03 | 87.69 | 88.95 | 86.12 |
| 181 | 372 | 56 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.81 | 87.27 | 89.56 | 88.21 | 90.81 | 88.58 | 90.57 | 88.10 | 87.79 | 88.89 | 89.29 | 87.81 | 88.54 | 90.19 | 90.52 | 91.23 | 87.30 | 89.17 | 88.98 | 91.08 | 87.96 | 89.67 | 87.62 | 88.70 | 88.58 | 88.51 |
| 182 | 372 | 56 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.99 | 89.25 | 89.11 | 89.45 | 86.59 | 88.39 | 88.55 | 19.58 | 88.45 | 87.87 | 87.43 | 87.73 | 84.99 | 86.72 | 89.54 | 90.48 | 89.84 | 89.06 | 86.26 | 89.56 | 90.41 | 88.64 | 88.64 | 85.52 | 88.99 | 88.37 |
| 183 | 372 | 56 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 91.79 | 90.63 | 89.82 | 88.02 | 91.16 | 88.14 | 88.23 | 90.60 | 93.15 | 88.99 | 90.89 | 88.17 | 91.49 | 88.59 | 90.05 | 90.48 | 90.86 | 89.37 | 89.27 | 89.82 | 90.03 | 89.85 | 90.46 | 88.42 | 89.65 | 89.48 |
| 212 | 372 | 56 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.11 | 87.21 | 88.33 | 88.76 | 89.45 | 87.81 | 88.30 | 85.16 | 88.21 | 88.07 | 89.62 | 86.18 | 87.05 | 89.72 | 85.48 | 85.70 | 87.51 | 91.03 | 88.52 | 87.38 | 87.20 | 86.04 | 89.56 | 86.74 | 86.89 | 85.34 |
| 213 | 372 | 56 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.68 | 87.81 | 89.60 | 88.19 | 87.77 | 87.53 | 87.19 | 86.87 | 89.58 | 88.75 | 89.12 | 88.03 | 89.67 | 87.87 | 86.78 | 89.62 | 87.55 | 87.93 | 88.84 | 88.10 | 87.74 | 87.54 | 89.40 | 85.00 | 87.80 | 85.18 |
| 214 | 372 | 56 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.38 | 87.30 | 88.59 | 87.82 | 87.99 | 89.08 | 89.33 | 88.04 | 89.19 | 88.09 | 88.45 | 88.34 | 90.84 | 87.99 | 87.89 | 88.82 | 89.10 | 87.34 | 89.12 | 88.71 | 88.23 | 86.40 | 89.83 | 88.03 | 85.85 | 88.59 |
| 215 | 372 | 56 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.21 | 86.18 | 89.96 | 87.37 | 87.71 | 88.00 | 90.00 | 88.33 | 89.51 | 88.15 | 89.43 | 87.31 | 86.63 | 89.92 | 89.67 | 88.68 | 89.10 | 89.63 | 90.83 | 88.68 | 90.15 | 87.48 | 89.05 | 88.20 | 87.79 | 87.07 |
| 244 | 372 | 56 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.15 | 85.65 | 89.25 | 86.16 | 90.07 | 89.56 | 88.47 | 89.52 | 89.59 | 89.12 | 86.58 | 88.93 | 88.96 | 88.08 | 87.86 | 90.13 | 88.42 | 89.41 | 90.11 | 90.08 | 89.17 | 89.63 | 88.61 | 86.62 | 89.65 | 89.02 |
| 245 | 372 | 56 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 91.29 | 88.77 | 89.31 | 88.21 | 88.79 | 89.02 | 90.58 | 90.46 | 90.10 | 88.27 | 88.84 | 88.71 | 90.32 | 89.35 | 87.78 | 90.23 | 90.00 | 90.92 | 91.11 | 89.23 | 89.53 | 86.44 | 89.73 | 89.34 | 90.61 | 86.87 |
| 246 | 372 | 56 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.78 | 88.73 | 88.03 | 19.58 | 89.34 | 89.13 | 87.55 | 87.74 | 90.05 | 88.84 | 86.98 | 87.40 | 88.94 | 91.25 | 87.96 | 91.65 | 89.88 | 90.70 | 87.64 | 87.45 | 87.94 | 88.16 | 88.26 | 86.83 | 87.34 | 85.97 |
| 247 | 372 | 56 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.94 | 89.99 | 89.08 | 88.48 | 88.32 | 88.11 | 86.40 | 87.23 | 88.63 | 88.03 | 88.86 | 87.79 | 89.84 | 88.90 | 87.98 | 92.15 | 89.11 | 90.48 | 89.43 | 87.84 | 89.04 | 88.72 | 90.59 | 86.97 | 88.13 | 88.06 |
| 276 | 372 | 56 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.23 | 87.89 | 86.94 | 87.42 | 88.72 | 86.46 | 88.56 | 89.87 | 88.56 | 88.43 | 87.94 | 88.67 | 88.31 | 90.26 | 88.30 | 88.98 | 89.66 | 87.54 | 88.76 | 89.51 | 87.33 | 89.50 | 88.77 | 88.34 | 89.07 | 88.23 |
| 277 | 372 | 56 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.79 | 89.29 | 91.62 | 88.10 | 90.55 | 88.84 | 89.48 | 89.58 | 91.54 | 89.97 | 88.32 | 89.84 | 90.20 | 89.86 | 90.54 | 89.83 | 91.50 | 91.23 | 89.41 | 89.02 | 87.62 | 87.54 | 88.64 | 87.19 | 87.17 | 86.33 |
| 278 | 372 | 56 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.47 | 89.66 | 90.98 | 85.88 | 87.50 | 88.31 | 89.68 | 88.43 | 88.57 | 88.98 | 89.29 | 90.25 | 91.08 | 89.32 | 89.31 | 88.44 | 88.57 | 87.96 | 89.52 | 89.78 | 87.68 | 90.22 | 90.08 | 88.02 | 87.99 | 88.87 |
| 279 | 372 | 56 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.71 | 89.49 | 89.43 | 90.58 | 89.19 | 87.13 | 89.99 | 89.49 | 90.86 | 89.44 | 90.24 | 90.46 | 91.68 | 89.38 | 86.83 | 91.60 | 89.48 | 88.62 | 91.49 | 89.08 | 89.96 | 87.87 | 89.37 | 86.10 | 87.36 | 87.19 |
| 308 | 372 | 56 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.67 | 87.54 | 86.87 | 84.30 | 85.57 | 86.30 | 88.23 | 88.39 | 87.38 | 87.09 | 89.15 | 85.86 | 88.01 | 87.41 | 83.88 | 84.91 | 85.27 | 86.19 | 86.63 | 86.36 | 87.36 | 86.00 | 86.47 | 85.93 | 87.37 | 83.37 |
| 309 | 372 | 56 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.10 | 87.88 | 88.96 | 86.52 | 89.22 | 87.61 | 86.36 | 88.09 | 89.28 | 88.29 | 85.51 | 90.02 | 88.76 | 87.68 | 88.12 | 91.01 | 90.72 | 89.08 | 90.06 | 91.12 | 88.92 | 85.64 | 86.52 | 85.49 | 86.94 | 87.47 |
| 310 | 372 | 56 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.78 | 87.58 | 86.90 | 88.22 | 88.73 | 88.42 | 88.14 | 87.54 | 86.08 | 88.45 | 89.92 | 87.09 | 90.01 | 90.18 | 87.68 | 88.49 | 87.44 | 88.24 | 89.53 | 86.57 | 88.84 | 89.56 | 88.35 | 88.19 | 87.31 | 88.08 |
| 311 | 372 | 56 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.31 | 89.92 | 89.23 | 86.97 | 89.12 | 87.83 | 85.01 | 88.23 | 89.11 | 88.91 | 90.10 | 85.43 | 89.53 | 87.87 | 88.05 | 90.57 | 86.65 | 88.14 | 90.66 | 90.42 | 85.51 | 87.73 | 88.55 | 86.87 | 87.26 | 85.46 |
| 340 | 372 | 56 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.69 | 87.99 | 87.53 | 87.57 | 87.54 | 87.94 | 86.83 | 88.75 | 89.26 | 89.45 | 88.34 | 88.14 | 89.81 | 89.01 | 87.10 | 88.64 | 88.01 | 89.06 | 89.94 | 87.42 | 86.65 | 88.82 | 87.83 | 87.23 | 88.69 | 87.93 |
| 341 | 372 | 56 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 84.05 | 88.36 | 89.25 | 87.54 | 88.37 | 87.70 | 90.32 | 89.31 | 89.07 | 87.00 | 89.16 | 89.52 | 90.93 | 88.60 | 87.60 | 89.97 | 87.00 | 87.60 | 89.46 | 87.31 | 83.88 | 86.21 | 87.57 | 88.63 | 87.93 | 86.11 |
| 342 | 372 | 56 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.74 | 88.18 | 86.44 | 88.61 | 89.69 | 87.34 | 87.96 | 89.31 | 89.36 | 86.51 | 89.36 | 88.85 | 90.77 | 88.15 | 88.71 | 89.26 | 89.78 | 85.41 | 90.27 | 90.53 | 87.59 | 87.59 | 89.04 | 89.21 | 86.78 | 86.76 |
| 343 | 372 | 56 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.71 | 88.91 | 89.83 | 89.00 | 86.12 | 88.45 | 87.75 | 88.85 | 90.44 | 87.04 | 88.50 | 89.85 | 87.35 | 90.20 | 87.71 | 88.75 | 87.60 | 91.81 | 89.53 | 88.64 | 89.67 | 87.12 | 88.74 | 87.07 | 87.50 | 88.30 |
| 372 | 372 | 56 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.79 | 89.17 | 86.22 | 85.47 | 89.26 | 87.19 | 86.56 | 87.77 | 88.42 | 87.01 | 85.09 | 85.74 | 87.27 | 86.82 | 87.50 | 88.64 | 89.20 | 87.71 | 88.29 | 87.87 | 86.34 | 81.31 | 88.59 | 86.91 | 86.48 | 85.37 |
| 373 | 372 | 56 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.32 | 89.09 | 84.25 | 88.36 | 87.39 | 87.46 | 86.76 | 87.86 | 89.09 | 89.38 | 90.06 | 87.37 | 88.92 | 88.34 | 86.71 | 90.20 | 88.81 | 90.87 | 89.63 | 88.28 | 88.72 | 87.47 | 86.80 | 89.00 | 87.54 | 87.23 |
| 374 | 372 | 56 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.25 | 87.43 | 88.39 | 88.99 | 89.37 | 88.89 | 86.21 | 87.71 | 87.96 | 90.09 | 89.36 | 87.87 | 88.17 | 90.69 | 87.87 | 90.33 | 91.29 | 88.24 | 88.80 | 88.16 | 91.02 | 87.41 | 87.43 | 88.70 | 88.66 | 88.81 |
| 375 | 372 | 56 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.37 | 86.38 | 89.20 | 87.38 | 86.95 | 87.34 | 88.85 | 88.34 | 88.32 | 87.16 | 89.26 | 88.47 | 89.88 | 90.32 | 88.89 | 90.22 | 90.47 | 89.91 | 89.40 | 88.69 | 88.67 | 88.71 | 90.08 | 88.25 | 88.57 | 86.38 |
| 404 | 372 | 56 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.31 | 87.61 | 87.42 | 86.25 | 89.11 | 87.89 | 88.90 | 87.63 | 87.77 | 89.24 | 88.19 | 85.13 | 88.64 | 88.24 | 85.47 | 88.36 | 89.24 | 87.71 | 89.01 | 87.63 | 87.48 | 85.08 | 88.43 | 86.40 | 84.80 | 86.09 |
| 405 | 372 | 56 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.01 | 89.04 | 88.68 | 89.06 | 88.16 | 89.66 | 88.69 | 87.04 | 87.73 | 88.95 | 89.10 | 88.50 | 86.13 | 89.30 | 88.74 | 90.26 | 87.16 | 89.13 | 89.12 | 87.19 | 87.37 | 87.08 | 88.46 | 88.15 | 86.59 | 85.18 |
| 406 | 372 | 56 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.02 | 87.65 | 90.25 | 86.74 | 89.61 | 87.89 | 90.79 | 89.25 | 88.40 | 85.86 | 89.40 | 87.82 | 90.19 | 91.18 | 87.57 | 91.13 | 89.29 | 90.63 | 90.63 | 89.58 | 88.70 | 89.26 | 90.16 | 87.35 | 87.61 | 88.53 |
| 407 | 372 | 56 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.72 | 88.66 | 89.74 | 88.88 | 89.68 | 88.29 | 88.54 | 88.35 | 89.96 | 90.28 | 86.52 | 87.23 | 88.68 | 88.69 | 87.69 | 89.66 | 88.47 | 91.70 | 89.73 | 88.78 | 88.50 | 85.10 | 89.12 | 88.54 | 88.43 | 87.67 |
| 436 | 372 | 56 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.57 | 86.02 | 88.27 | 90.87 | 86.49 | 87.48 | 89.13 | 85.59 | 89.93 | 87.05 | 89.67 | 89.74 | 87.86 | 86.88 | 88.46 | 88.55 | 87.42 | 88.68 | 88.64 | 88.01 | 87.87 | 87.62 | 87.92 | 87.72 | 89.22 | 86.73 |
| 437 | 372 | 56 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.98 | 85.90 | 89.20 | 87.59 | 88.68 | 88.33 | 89.12 | 88.33 | 89.09 | 89.36 | 89.89 | 89.21 | 91.65 | 89.55 | 88.00 | 90.24 | 88.57 | 87.51 | 90.10 | 90.73 | 86.75 | 86.92 | 86.88 | 87.51 | 86.49 | 87.26 |
| 438 | 372 | 56 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.29 | 88.47 | 89.41 | 88.31 | 88.83 | 87.62 | 87.11 | 89.92 | 90.25 | 89.29 | 90.00 | 89.93 | 89.24 | 89.33 | 87.72 | 88.84 | 92.52 | 90.73 | 90.78 | 88.14 | 88.09 | 89.00 | 89.42 | 86.66 | 88.34 | 89.44 |
| 439 | 372 | 56 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.15 | 90.12 | 88.27 | 85.38 | 89.47 | 88.36 | 89.79 | 91.62 | 91.88 | 87.28 | 90.93 | 90.00 | 89.64 | 90.23 | 86.31 | 88.76 | 89.24 | 88.25 | 89.20 | 89.56 | 87.08 | 89.64 | 90.21 | 88.03 | 88.72 | 88.59 |
| 468 | 372 | 56 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.76 | 88.54 | 88.88 | 84.74 | 86.75 | 89.04 | 88.69 | 89.93 | 88.26 | 90.49 | 88.39 | 87.72 | 90.20 | 87.41 | 86.76 | 85.96 | 86.48 | 88.25 | 88.80 | 87.58 | 86.16 | 87.85 | 89.66 | 87.69 | 85.61 | 88.41 |
| 469 | 372 | 56 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.73 | 87.67 | 90.71 | 87.75 | 91.51 | 86.75 | 88.69 | 88.72 | 90.27 | 89.05 | 88.43 | 88.61 | 89.11 | 91.30 | 88.92 | 88.04 | 89.60 | 91.76 | 88.98 | 88.28 | 89.38 | 88.75 | 90.69 | 86.77 | 85.41 | 86.87 |
| 470 | 372 | 56 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.62 | 89.16 | 89.16 | 87.58 | 88.91 | 89.14 | 87.61 | 87.70 | 90.24 | 88.90 | 88.01 | 88.32 | 89.85 | 90.21 | 88.93 | 89.69 | 88.74 | 89.95 | 89.48 | 89.32 | 88.51 | 87.07 | 90.14 | 88.22 | 88.29 | 88.06 |
| 471 | 372 | 56 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.48 | 91.22 | 90.74 | 90.27 | 88.99 | 86.74 | 92.39 | 87.76 | 89.14 | 89.66 | 87.88 | 88.51 | 89.89 | 87.69 | 89.62 | 89.71 | 90.27 | 90.24 | 89.63 | 89.68 | 88.62 | 88.33 | 90.36 | 89.71 | 86.61 | 87.69 |
| 500 | 372 | 56 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.43 | 88.09 | 89.86 | 87.11 | 86.08 | 87.50 | 87.93 | 90.20 | 89.27 | 87.93 | 88.04 | 87.73 | 91.03 | 89.10 | 87.52 | 90.06 | 88.67 | 85.67 | 88.64 | 87.93 | 88.27 | 87.33 | 88.18 | 88.05 | 88.83 | 87.14 |
| 501 | 372 | 56 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.19 | 87.71 | 88.53 | 89.25 | 87.38 | 87.05 | 87.46 | 88.22 | 87.77 | 89.00 | 87.91 | 88.17 | 89.06 | 87.57 | 87.86 | 89.51 | 88.30 | 88.40 | 89.24 | 88.29 | 92.02 | 87.51 | 88.86 | 90.58 | 88.06 | 85.75 |
| 502 | 372 | 56 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.75 | 88.61 | 88.62 | 87.36 | 88.91 | 87.83 | 88.69 | 88.44 | 86.79 | 88.71 | 89.62 | 85.54 | 87.30 | 85.38 | 87.30 | 86.31 | 89.67 | 89.52 | 90.22 | 87.38 | 87.36 | 85.47 | 90.51 | 88.33 | 88.14 | 87.06 |
| 503 | 372 | 56 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.88 | 87.22 | 91.22 | 85.18 | 88.20 | 88.37 | 89.72 | 89.39 | 89.98 | 88.55 | 87.33 | 90.30 | 87.87 | 90.42 | 89.10 | 91.57 | 87.31 | 89.55 | 89.38 | 88.93 | 88.78 | 88.75 | 90.68 | 87.79 | 88.68 | 87.30 |
| 532 | 372 | 56 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 83.92 | 86.85 | 89.16 | 89.18 | 90.05 | 87.93 | 88.92 | 89.15 | 88.66 | 87.25 | 86.84 | 88.29 | 90.82 | 88.00 | 86.43 | 87.29 | 88.29 | 87.21 | 88.51 | 89.12 | 86.36 | 87.88 | 87.52 | 87.69 | 88.22 | 86.34 |
| 533 | 372 | 56 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 90.47 | 88.53 | 90.88 | 89.09 | 89.65 | 88.67 | 89.38 | 89.78 | 90.31 | 89.16 | 89.73 | 89.49 | 88.71 | 87.82 | 88.79 | 89.33 | 89.97 | 90.36 | 90.55 | 88.83 | 87.61 | 88.76 | 88.00 | 88.08 | 88.38 | 89.77 |
| 534 | 372 | 56 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.44 | 89.08 | 91.78 | 88.76 | 91.31 | 88.95 | 89.84 | 89.88 | 89.10 | 89.83 | 89.32 | 90.54 | 90.20 | 88.16 | 90.44 | 91.42 | 88.79 | 90.54 | 89.00 | 90.03 | 88.99 | 90.06 | 90.72 | 89.05 | 87.10 | 87.45 |
| 535 | 372 | 56 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.01 | 90.63 | 90.55 | 90.85 | 89.60 | 87.63 | 88.80 | 90.49 | 90.21 | 88.30 | 88.08 | 88.07 | 88.96 | 88.80 | 89.71 | 90.28 | 88.00 | 89.45 | 88.57 | 89.74 | 87.35 | 88.26 | 88.82 | 86.90 | 88.33 | 90.35 |
| 564 | 372 | 56 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.83 | 86.29 | 89.60 | 86.69 | 88.52 | 87.99 | 85.50 | 89.15 | 89.08 | 90.92 | 89.56 | 88.23 | 89.29 | 87.42 | 89.43 | 89.08 | 89.45 | 89.63 | 90.44 | 88.30 | 88.02 | 87.82 | 87.47 | 86.06 | 88.09 | 87.63 |
| 565 | 372 | 56 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.44 | 88.12 | 88.57 | 86.54 | 89.97 | 88.98 | 89.26 | 89.11 | 90.10 | 88.92 | 89.69 | 87.55 | 92.49 | 87.79 | 88.33 | 87.86 | 88.19 | 90.79 | 90.66 | 88.54 | 88.11 | 90.81 | 90.63 | 87.93 | 88.86 | 89.23 |
| 566 | 372 | 56 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.75 | 90.23 | 90.03 | 88.22 | 87.26 | 87.57 | 92.10 | 90.81 | 88.53 | 89.60 | 88.14 | 88.92 | 90.59 | 90.73 | 88.55 | 90.47 | 88.47 | 88.16 | 91.11 | 88.92 | 89.94 | 88.30 | 88.45 | 87.38 | 87.51 | 90.98 |
| 567 | 372 | 56 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.06 | 86.14 | 89.43 | 87.92 | 90.82 | 88.66 | 89.90 | 89.00 | 90.86 | 90.20 | 88.21 | 90.62 | 91.01 | 89.93 | 88.57 | 92.39 | 89.47 | 89.90 | 89.99 | 90.21 | 90.07 | 88.59 | 91.18 | 85.85 | 87.11 | 87.50 |
| 596 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.94 | 86.81 | 89.42 | 87.07 | 88.63 | 87.82 | 89.37 | 88.89 | 87.93 | 88.36 | 90.22 | 86.22 | 88.29 | 88.19 | 88.25 | 89.36 | 89.83 | 90.37 | 89.94 | 88.71 | 88.89 | 88.14 | 90.35 | 87.90 | 89.62 | 86.12 |
| 597 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.27 | 86.78 | 87.31 | 86.92 | 88.54 | 83.78 | 88.88 | 88.74 | 89.21 | 90.13 | 89.85 | 89.32 | 88.99 | 88.83 | 88.32 | 88.44 | 88.46 | 88.07 | 89.27 | 88.92 | 89.35 | 87.80 | 90.28 | 88.40 | 90.88 | 88.36 |
| 598 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.70 | 87.21 | 86.47 | 86.58 | 87.74 | 87.26 | 91.11 | 89.36 | 87.85 | 89.76 | 89.17 | 86.43 | 89.42 | 88.16 | 88.39 | 89.58 | 89.61 | 90.32 | 88.07 | 87.30 | 86.02 | 87.54 | 90.60 | 85.72 | 89.60 | 86.83 |
| 599 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.10 | 88.33 | 88.75 | 89.44 | 90.05 | 88.00 | 89.27 | 89.51 | 89.45 | 90.72 | 89.57 | 86.26 | 88.83 | 88.06 | 87.43 | 88.86 | 89.77 | 90.16 | 89.77 | 89.94 | 87.99 | 86.00 | 89.64 | 87.51 | 87.11 | 88.67 |
| 628 | 372 | 56 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.71 | 88.50 | 87.06 | 88.25 | 89.42 | 86.47 | 88.27 | 87.87 | 89.37 | 89.87 | 90.75 | 88.98 | 88.21 | 87.91 | 87.07 | 89.75 | 90.37 | 87.95 | 89.91 | 89.60 | 89.23 | 85.27 | 90.68 | 85.03 | 88.50 | 87.41 |
| 629 | 372 | 56 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.32 | 89.74 | 88.96 | 88.88 | 90.15 | 88.43 | 89.64 | 89.22 | 90.28 | 89.17 | 88.78 | 86.90 | 89.12 | 89.52 | 88.45 | 87.71 | 88.07 | 90.53 | 90.09 | 88.83 | 89.05 | 88.84 | 91.91 | 89.72 | 88.84 | 87.47 |
| 630 | 372 | 56 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.74 | 90.26 | 88.88 | 89.58 | 88.00 | 87.58 | 88.94 | 87.94 | 88.29 | 87.81 | 89.25 | 87.72 | 88.81 | 89.23 | 87.16 | 89.76 | 88.50 | 88.78 | 88.48 | 89.15 | 89.78 | 87.83 | 91.43 | 89.20 | 89.82 | 89.07 |
| 631 | 372 | 56 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.28 | 87.66 | 90.87 | 88.86 | 88.54 | 90.57 | 89.32 | 88.51 | 87.81 | 89.01 | 88.25 | 87.46 | 89.10 | 89.29 | 88.21 | 88.27 | 88.73 | 91.11 | 90.36 | 89.39 | 89.07 | 87.62 | 89.29 | 89.13 | 88.92 | 88.39 |
| 660 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.91 | 90.22 | 90.13 | 89.05 | 89.75 | 88.42 | 89.72 | 89.91 | 91.32 | 91.07 | 91.02 | 89.37 | 90.53 | 89.46 | 88.17 | 90.57 | 89.25 | 88.93 | 88.94 | 89.49 | 89.44 | 87.65 | 89.12 | 88.62 | 89.52 | 88.36 |
| 661 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.66 | 88.25 | 91.57 | 87.23 | 88.31 | 89.65 | 87.71 | 89.03 | 90.17 | 90.40 | 85.27 | 87.92 | 88.98 | 88.83 | 88.20 | 89.18 | 89.00 | 88.31 | 88.97 | 88.30 | 89.53 | 88.30 | 91.25 | 88.94 | 90.28 | 87.45 |
| 662 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.99 | 90.11 | 90.20 | 88.94 | 90.43 | 90.14 | 89.11 | 89.08 | 89.07 | 89.44 | 89.92 | 88.46 | 89.92 | 91.17 | 88.76 | 89.35 | 88.61 | 90.76 | 88.99 | 88.84 | 91.51 | 88.51 | 90.76 | 89.92 | 89.91 | 89.33 |
| 663 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.97 | 88.29 | 91.18 | 90.27 | 90.50 | 89.65 | 91.17 | 89.15 | 90.47 | 88.24 | 89.39 | 89.24 | 90.76 | 91.05 | 86.09 | 90.21 | 89.24 | 88.85 | 90.96 | 88.16 | 88.22 | 88.08 | 89.98 | 89.61 | 90.05 | 87.58 |
| 692 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.31 | 87.33 | 89.61 | 88.44 | 89.28 | 86.83 | 85.93 | 89.24 | 88.60 | 88.76 | 86.61 | 89.55 | 88.43 | 88.76 | 89.15 | 89.42 | 89.63 | 89.91 | 88.54 | 87.34 | 86.69 | 86.87 | 89.30 | 89.37 | 88.01 | 87.73 |
| 693 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.44 | 88.14 | 90.70 | 88.49 | 89.67 | 88.61 | 88.51 | 86.36 | 87.73 | 89.99 | 89.52 | 89.68 | 89.62 | 89.54 | 88.53 | 88.51 | 87.81 | 90.00 | 91.34 | 87.36 | 87.27 | 86.88 | 91.74 | 87.96 | 89.29 | 88.10 |
| 694 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.07 | 87.19 | 87.29 | 85.85 | 88.57 | 85.56 | 86.40 | 88.84 | 87.47 | 88.24 | 87.95 | 87.83 | 87.17 | 87.59 | 88.47 | 89.36 | 89.55 | 90.02 | 89.03 | 88.93 | 91.17 | 85.87 | 89.45 | 87.00 | 86.22 | 87.96 |
| 695 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.70 | 84.82 | 87.66 | 87.22 | 89.20 | 85.54 | 89.32 | 85.58 | 90.80 | 88.37 | 86.36 | 88.86 | 89.53 | 88.91 | 88.89 | 89.83 | 90.06 | 89.92 | 89.97 | 88.44 | 88.43 | 87.06 | 89.66 | 88.01 | 87.55 | 85.26 |
| 724 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.17 | 88.29 | 90.67 | 88.64 | 87.93 | 87.23 | 88.67 | 87.60 | 89.83 | 88.00 | 89.87 | 88.77 | 90.82 | 90.37 | 86.39 | 91.12 | 90.44 | 90.32 | 90.84 | 89.20 | 87.63 | 88.09 | 88.85 | 88.06 | 87.46 | 88.52 |
| 725 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.64 | 90.26 | 88.49 | 88.00 | 88.69 | 87.35 | 88.74 | 89.11 | 88.64 | 89.43 | 87.00 | 86.95 | 87.81 | 88.15 | 87.85 | 89.21 | 89.15 | 87.96 | 89.16 | 88.74 | 89.44 | 88.51 | 89.61 | 88.81 | 86.70 | 87.87 |
| 726 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.73 | 88.61 | 89.50 | 88.45 | 90.00 | 88.88 | 90.23 | 89.56 | 87.64 | 88.29 | 90.31 | 88.03 | 91.12 | 91.41 | 88.92 | 86.90 | 88.05 | 89.44 | 87.93 | 87.07 | 88.10 | 88.80 | 89.38 | 89.33 | 89.35 | 87.12 |
| 727 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.19 | 89.00 | 88.70 | 88.24 | 90.90 | 88.25 | 89.90 | 88.01 | 89.69 | 89.98 | 88.62 | 88.88 | 88.07 | 88.58 | 87.91 | 89.49 | 86.09 | 90.17 | 90.70 | 88.94 | 89.26 | 87.02 | 90.56 | 88.01 | 88.65 | 87.69 |
| 756 | 372 | 56 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.85 | 89.22 | 90.82 | 89.36 | 87.73 | 89.60 | 89.50 | 89.18 | 89.44 | 90.28 | 89.12 | 89.16 | 89.69 | 89.75 | 86.39 | 90.23 | 89.35 | 91.04 | 90.29 | 90.06 | 88.13 | 87.97 | 90.31 | 89.58 | 87.26 | 88.45 |
| 757 | 372 | 56 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.69 | 87.64 | 89.03 | 87.97 | 88.54 | 86.98 | 89.52 | 89.23 | 90.28 | 87.78 | 89.69 | 88.49 | 89.00 | 89.28 | 87.92 | 88.51 | 90.98 | 90.77 | 88.86 | 91.03 | 87.15 | 88.09 | 90.71 | 90.49 | 88.51 | 88.48 |
| 758 | 372 | 56 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.48 | 88.51 | 89.18 | 89.64 | 89.65 | 90.69 | 88.68 | 89.88 | 89.38 | 89.63 | 89.46 | 88.94 | 90.27 | 88.54 | 88.01 | 89.20 | 90.28 | 88.21 | 90.92 | 89.24 | 87.93 | 86.75 | 90.61 | 87.46 | 89.49 | 89.66 |
| 759 | 372 | 56 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.87 | 89.12 | 89.90 | 88.28 | 86.29 | 88.45 | 89.26 | 90.59 | 89.41 | 88.91 | 88.54 | 89.25 | 90.10 | 90.41 | 88.75 | 88.90 | 89.31 | 89.88 | 90.19 | 90.24 | 88.98 | 86.57 | 91.02 | 88.20 | 88.31 | 88.54 |
| 788 | 372 | 56 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.22 | 88.73 | 88.36 | 86.80 | 89.56 | 87.91 | 88.95 | 88.78 | 88.64 | 88.97 | 89.42 | 87.37 | 88.70 | 90.12 | 87.55 | 89.04 | 88.18 | 88.38 | 89.93 | 87.08 | 89.43 | 88.09 | 89.87 | 87.29 | 88.31 | 86.72 |
| 789 | 372 | 56 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.00 | 88.93 | 87.14 | 87.74 | 87.91 | 87.70 | 88.97 | 87.39 | 87.58 | 88.50 | 87.82 | 87.02 | 90.26 | 87.98 | 87.35 | 87.97 | 89.20 | 89.26 | 88.90 | 87.22 | 90.32 | 85.91 | 89.79 | 88.20 | 87.41 | 87.23 |
| 790 | 372 | 56 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.39 | 87.95 | 88.83 | 88.03 | 87.83 | 87.80 | 88.27 | 87.59 | 89.32 | 88.78 | 88.42 | 87.95 | 87.29 | 89.23 | 86.91 | 89.35 | 89.84 | 87.96 | 88.50 | 86.47 | 87.16 | 87.77 | 88.11 | 89.78 | 86.01 | 87.54 |
| 791 | 372 | 56 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.71 | 88.37 | 88.96 | 88.59 | 88.13 | 86.41 | 88.96 | 87.18 | 88.71 | 89.01 | 88.27 | 85.02 | 88.34 | 89.33 | 87.14 | 90.39 | 88.20 | 88.78 | 90.49 | 88.63 | 88.19 | 86.58 | 89.60 | 87.34 | 86.21 | 86.41 |
| 820 | 372 | 56 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.08 | 88.93 | 89.53 | 86.97 | 89.88 | 88.63 | 88.57 | 87.84 | 89.45 | 89.18 | 88.13 | 87.51 | 88.41 | 89.04 | 87.45 | 88.27 | 89.17 | 88.77 | 89.39 | 90.04 | 88.74 | 88.24 | 90.43 | 89.75 | 87.95 | 88.38 |
| 821 | 372 | 56 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.67 | 89.80 | 89.78 | 87.36 | 89.20 | 88.05 | 90.62 | 89.38 | 86.84 | 88.18 | 88.64 | 88.39 | 88.06 | 88.71 | 89.06 | 88.32 | 89.09 | 87.92 | 87.98 | 89.96 | 88.49 | 87.72 | 90.04 | 88.99 | 89.74 | 87.53 |
| 822 | 372 | 56 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.63 | 89.70 | 88.91 | 86.48 | 88.92 | 89.43 | 88.51 | 89.33 | 88.37 | 90.00 | 89.31 | 87.81 | 87.62 | 89.63 | 88.76 | 89.74 | 89.77 | 88.18 | 88.48 | 89.67 | 89.49 | 86.29 | 89.13 | 89.87 | 85.82 | 87.04 |
| 823 | 372 | 56 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.03 | 88.63 | 89.55 | 90.02 | 88.77 | 87.41 | 87.87 | 89.36 | 87.76 | 88.78 | 88.39 | 86.56 | 89.70 | 87.39 | 87.02 | 90.67 | 89.72 | 89.51 | 90.70 | 89.75 | 89.32 | 86.38 | 89.26 | 88.45 | 85.14 | 88.39 |
| 852 | 372 | 56 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.85 | 88.41 | 89.68 | 88.60 | 87.90 | 87.51 | 89.24 | 87.71 | 90.66 | 88.42 | 89.07 | 90.35 | 89.20 | 89.88 | 88.38 | 89.76 | 89.67 | 88.44 | 89.96 | 89.52 | 89.50 | 87.75 | 90.90 | 90.80 | 88.20 | 86.92 |
| 853 | 372 | 56 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.53 | 88.41 | 88.92 | 89.20 | 90.55 | 89.39 | 90.86 | 89.21 | 89.54 | 88.58 | 90.43 | 87.54 | 89.59 | 89.14 | 89.13 | 88.07 | 89.79 | 87.23 | 91.02 | 89.15 | 88.61 | 87.62 | 89.67 | 87.79 | 88.15 | 87.25 |
| 854 | 372 | 56 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.41 | 87.62 | 88.77 | 88.44 | 88.47 | 88.54 | 88.00 | 90.21 | 89.06 | 89.71 | 89.33 | 91.42 | 89.77 | 89.99 | 87.72 | 88.44 | 90.33 | 89.58 | 89.59 | 87.92 | 89.00 | 89.27 | 90.95 | 88.11 | 89.01 | 89.85 |
| 855 | 372 | 56 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.56 | 90.10 | 90.95 | 88.85 | 88.68 | 90.40 | 91.27 | 88.22 | 88.01 | 87.96 | 90.25 | 87.52 | 89.30 | 86.74 | 87.67 | 90.43 | 88.43 | 89.91 | 91.19 | 88.96 | 90.76 | 88.95 | 89.27 | 88.47 | 89.51 | 89.65 |
| 884 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.10 | 89.03 | 87.17 | 88.49 | 88.16 | 86.80 | 87.98 | 88.73 | 91.17 | 88.29 | 91.12 | 86.30 | 87.82 | 88.46 | 88.87 | 90.23 | 89.76 | 91.01 | 88.28 | 87.42 | 89.62 | 87.29 | 89.69 | 88.83 | 88.89 | 88.46 |
| 885 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.35 | 87.34 | 89.80 | 88.31 | 91.05 | 87.94 | 89.47 | 88.92 | 87.71 | 89.76 | 88.59 | 88.04 | 86.10 | 89.05 | 87.59 | 89.47 | 91.48 | 88.76 | 89.08 | 90.12 | 88.89 | 88.57 | 90.77 | 88.59 | 88.19 | 87.28 |
| 886 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.99 | 87.23 | 88.98 | 89.23 | 89.05 | 86.79 | 89.58 | 88.13 | 90.33 | 87.76 | 88.84 | 88.48 | 91.29 | 89.37 | 86.48 | 87.21 | 87.47 | 91.48 | 87.68 | 85.32 | 91.03 | 87.66 | 88.81 | 89.02 | 88.38 | 86.94 |
| 887 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.26 | 89.98 | 90.42 | 88.08 | 89.98 | 89.13 | 90.75 | 88.74 | 88.99 | 88.77 | 89.62 | 89.30 | 90.67 | 88.40 | 88.28 | 88.70 | 87.25 | 89.15 | 89.28 | 87.97 | 90.45 | 88.03 | 90.67 | 88.68 | 88.30 | 86.32 |
| 916 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.70 | 91.34 | 89.73 | 88.50 | 89.69 | 88.00 | 90.48 | 90.27 | 89.68 | 89.38 | 89.93 | 85.89 | 88.17 | 90.23 | 89.30 | 90.66 | 89.61 | 89.20 | 89.48 | 88.28 | 88.73 | 86.60 | 90.19 | 89.60 | 85.67 | 86.20 |
| 917 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.94 | 89.95 | 89.45 | 89.15 | 88.77 | 89.77 | 89.78 | 90.57 | 89.56 | 88.95 | 88.04 | 88.37 | 88.69 | 91.27 | 88.10 | 90.61 | 89.86 | 90.22 | 91.29 | 88.52 | 89.79 | 88.00 | 91.16 | 88.40 | 88.72 | 89.20 |
| 918 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.71 | 89.44 | 87.52 | 88.70 | 88.21 | 87.79 | 90.01 | 89.33 | 89.34 | 89.22 | 89.60 | 89.70 | 88.46 | 90.48 | 87.75 | 90.20 | 89.74 | 88.72 | 89.69 | 88.89 | 91.18 | 86.89 | 90.64 | 89.98 | 89.24 | 87.55 |
| 919 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.06 | 88.99 | 89.22 | 87.50 | 89.13 | 87.56 | 89.35 | 89.51 | 90.28 | 90.92 | 91.15 | 89.19 | 89.62 | 89.67 | 88.03 | 88.91 | 90.28 | 89.94 | 89.45 | 89.83 | 89.04 | 88.51 | 90.14 | 86.88 | 89.89 | 88.38 |
| 948 | 372 | 56 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.74 | 88.58 | 90.14 | 88.82 | 88.77 | 88.46 | 90.48 | 87.75 | 89.51 | 89.54 | 88.63 | 88.77 | 87.13 | 90.58 | 88.54 | 88.11 | 91.21 | 89.58 | 90.36 | 89.03 | 88.43 | 87.98 | 91.57 | 88.81 | 90.52 | 89.32 |
| 949 | 372 | 56 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.67 | 88.75 | 88.99 | 89.69 | 89.70 | 89.35 | 88.83 | 88.71 | 89.35 | 89.56 | 88.95 | 88.81 | 89.44 | 90.39 | 88.04 | 89.85 | 88.19 | 90.01 | 89.70 | 89.13 | 88.73 | 86.66 | 91.17 | 88.15 | 88.97 | 87.61 |
| 950 | 372 | 56 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.39 | 88.90 | 88.38 | 88.04 | 90.12 | 85.40 | 90.76 | 88.19 | 89.98 | 88.42 | 91.04 | 87.34 | 87.31 | 90.31 | 88.93 | 91.26 | 89.25 | 89.34 | 89.78 | 87.79 | 89.38 | 86.68 | 89.57 | 87.19 | 88.48 | 89.19 |
| 951 | 372 | 56 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.35 | 88.24 | 90.40 | 90.17 | 87.79 | 87.63 | 89.12 | 89.70 | 89.02 | 92.37 | 89.59 | 89.43 | 89.27 | 88.70 | 88.74 | 90.90 | 90.19 | 89.60 | 91.66 | 89.68 | 88.75 | 89.74 | 91.19 | 88.13 | 89.39 | 88.27 |
| 980 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.67 | 88.14 | 88.40 | 90.05 | 87.91 | 87.82 | 87.31 | 88.37 | 89.08 | 87.16 | 87.48 | 86.74 | 87.80 | 88.24 | 86.82 | 89.06 | 88.46 | 87.21 | 88.50 | 90.57 | 86.43 | 84.97 | 89.12 | 86.78 | 88.27 | 84.79 |
| 981 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.25 | 87.16 | 88.06 | 87.36 | 87.13 | 88.70 | 90.16 | 87.71 | 89.01 | 88.50 | 88.85 | 89.61 | 85.83 | 88.66 | 86.90 | 87.90 | 87.16 | 88.61 | 89.16 | 87.80 | 87.75 | 87.67 | 88.12 | 88.91 | 90.58 | 87.11 |
| 982 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.28 | 87.49 | 88.19 | 87.87 | 87.83 | 88.82 | 87.30 | 88.07 | 87.58 | 89.55 | 88.23 | 88.66 | 89.58 | 88.57 | 87.97 | 89.77 | 90.06 | 89.37 | 89.22 | 87.60 | 89.74 | 86.76 | 88.51 | 88.26 | 88.64 | 87.92 |
| 983 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.22 | 89.22 | 87.69 | 86.74 | 87.47 | 85.46 | 87.62 | 88.20 | 89.05 | 89.11 | 89.16 | 87.16 | 88.29 | 88.91 | 87.56 | 87.16 | 89.87 | 89.13 | 86.74 | 88.51 | 87.39 | 88.53 | 90.04 | 88.56 | 87.57 | 88.64 |
| 1012 | 372 | 56 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.15 | 89.88 | 88.50 | 88.54 | 86.23 | 89.27 | 88.22 | 88.93 | 89.81 | 89.35 | 90.79 | 88.05 | 89.82 | 91.31 | 87.22 | 89.28 | 88.33 | 91.08 | 91.25 | 88.82 | 87.73 | 89.63 | 89.88 | 88.87 | 90.28 | 88.67 |
| 1013 | 372 | 56 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.74 | 87.30 | 90.72 | 88.19 | 86.98 | 87.11 | 87.62 | 87.40 | 87.90 | 89.84 | 87.97 | 88.12 | 87.17 | 89.53 | 89.69 | 89.85 | 87.94 | 90.40 | 90.80 | 89.65 | 91.11 | 86.61 | 90.30 | 87.34 | 88.00 | 86.48 |
| 1014 | 372 | 56 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.30 | 90.60 | 90.58 | 88.85 | 88.14 | 87.40 | 88.09 | 89.24 | 90.07 | 89.28 | 90.19 | 87.99 | 88.58 | 89.46 | 87.46 | 90.65 | 89.44 | 89.45 | 88.80 | 90.05 | 87.76 | 86.56 | 90.62 | 89.65 | 88.63 | 87.48 |
| 1015 | 372 | 56 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.58 | 88.81 | 87.90 | 87.22 | 89.44 | 88.32 | 87.78 | 87.94 | 90.77 | 89.71 | 89.29 | 87.13 | 90.82 | 89.99 | 88.02 | 89.39 | 89.06 | 90.36 | 89.76 | 89.56 | 88.74 | 88.36 | 90.72 | 88.63 | 89.98 | 87.55 |
| 1044 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.91 | 87.98 | 90.55 | 87.91 | 89.70 | 88.73 | 89.08 | 87.17 | 88.76 | 88.80 | 89.87 | 89.71 | 89.48 | 90.56 | 88.24 | 91.19 | 90.21 | 89.49 | 88.55 | 89.31 | 89.09 | 88.06 | 87.89 | 89.25 | 88.54 | 87.50 |
| 1045 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.82 | 88.90 | 90.20 | 88.31 | 89.07 | 88.65 | 89.83 | 89.45 | 90.93 | 89.61 | 88.42 | 87.69 | 89.90 | 90.61 | 88.01 | 88.73 | 90.11 | 89.97 | 89.93 | 89.99 | 88.67 | 88.33 | 90.62 | 88.40 | 89.71 | 88.16 |
| 1046 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.62 | 88.74 | 88.41 | 87.53 | 87.28 | 89.93 | 89.32 | 89.97 | 90.10 | 89.79 | 90.16 | 88.94 | 91.22 | 88.77 | 88.45 | 90.16 | 89.71 | 90.00 | 90.92 | 89.60 | 90.26 | 89.85 | 90.18 | 89.08 | 90.35 | 89.92 |
| 1047 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.30 | 88.69 | 90.12 | 88.85 | 88.61 | 89.23 | 88.87 | 87.70 | 89.75 | 90.07 | 89.04 | 88.49 | 89.48 | 91.39 | 89.51 | 90.10 | 88.40 | 90.62 | 89.57 | 87.59 | 90.02 | 86.08 | 90.57 | 89.45 | 87.91 | 87.93 |
| 1076 | 372 | 56 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.83 | 87.88 | 88.46 | 88.48 | 85.82 | 87.65 | 89.30 | 88.23 | 86.05 | 87.88 | 88.40 | 86.23 | 88.55 | 88.27 | 87.15 | 86.05 | 89.03 | 88.12 | 89.36 | 87.59 | 87.38 | 88.52 | 87.99 | 86.49 | 85.53 | 86.54 |
| 1077 | 372 | 56 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.76 | 87.17 | 87.09 | 86.41 | 88.63 | 85.40 | 86.06 | 87.94 | 87.66 | 86.84 | 86.28 | 86.07 | 83.55 | 90.42 | 88.44 | 85.21 | 87.93 | 87.84 | 88.59 | 87.29 | 85.68 | 86.08 | 88.52 | 87.42 | 85.53 | 86.68 |
| 1078 | 372 | 56 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.62 | 85.96 | 87.41 | 87.56 | 89.02 | 89.26 | 88.12 | 86.59 | 87.33 | 88.45 | 87.56 | 87.25 | 87.48 | 87.98 | 87.00 | 89.71 | 90.00 | 89.62 | 87.97 | 87.96 | 86.99 | 86.47 | 88.52 | 87.42 | 86.87 | 84.22 |
| 1079 | 372 | 56 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.85 | 87.91 | 89.49 | 86.78 | 86.44 | 87.48 | 86.70 | 88.73 | 89.37 | 89.13 | 90.08 | 86.49 | 88.91 | 88.25 | 87.24 | 89.38 | 87.96 | 89.42 | 88.98 | 88.66 | 86.97 | 86.26 | 89.54 | 87.29 | 88.99 | 87.16 |
| 1108 | 372 | 56 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 90.56 | 86.45 | 89.82 | 88.46 | 90.14 | 87.56 | 88.87 | 88.58 | 89.37 | 88.66 | 90.35 | 85.57 | 89.49 | 88.23 | 86.60 | 90.26 | 88.22 | 90.14 | 88.01 | 87.48 | 87.13 | 86.74 | 90.91 | 88.42 | 89.63 | 86.29 |
| 1109 | 372 | 56 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.45 | 85.26 | 88.71 | 88.37 | 90.00 | 84.69 | 88.60 | 87.56 | 89.18 | 88.17 | 89.65 | 86.89 | 89.71 | 90.08 | 86.35 | 90.14 | 89.73 | 88.90 | 87.20 | 85.86 | 87.71 | 88.82 | 89.59 | 88.18 | 90.18 | 87.80 |
| 1110 | 372 | 56 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.99 | 89.08 | 87.24 | 87.94 | 87.99 | 85.43 | 89.43 | 88.43 | 88.90 | 89.34 | 88.28 | 86.70 | 87.85 | 89.15 | 87.10 | 90.03 | 89.55 | 89.30 | 90.00 | 88.50 | 85.80 | 86.92 | 90.33 | 88.17 | 87.93 | 85.12 |
| 1111 | 372 | 56 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 84.60 | 88.61 | 87.83 | 88.70 | 88.88 | 89.47 | 88.77 | 89.06 | 88.02 | 88.99 | 90.71 | 89.30 | 88.85 | 87.05 | 88.52 | 87.96 | 89.28 | 89.23 | 90.54 | 88.03 | 85.87 | 88.90 | 91.23 | 89.01 | 87.60 | 88.39 |
| 1140 | 372 | 56 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.50 | 90.06 | 89.39 | 88.55 | 88.53 | 88.69 | 89.25 | 89.44 | 90.23 | 88.82 | 88.89 | 87.06 | 89.09 | 91.29 | 88.54 | 90.33 | 90.26 | 89.02 | 89.04 | 88.76 | 88.69 | 89.63 | 90.93 | 90.89 | 87.71 | 89.01 |
| 1141 | 372 | 56 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.16 | 88.10 | 89.13 | 86.93 | 87.97 | 90.72 | 90.39 | 87.77 | 90.08 | 89.05 | 89.63 | 88.66 | 88.78 | 88.08 | 87.77 | 90.33 | 90.24 | 89.78 | 88.71 | 88.42 | 88.51 | 87.50 | 91.26 | 88.79 | 89.43 | 89.61 |
| 1142 | 372 | 56 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 90.48 | 87.67 | 89.16 | 86.93 | 89.47 | 90.00 | 89.88 | 88.39 | 90.04 | 89.53 | 90.02 | 89.78 | 90.14 | 89.36 | 88.90 | 89.52 | 89.60 | 89.85 | 89.11 | 89.08 | 88.29 | 87.67 | 90.83 | 87.66 | 89.16 | 89.70 |
| 1143 | 372 | 56 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 85.86 | 88.84 | 90.29 | 88.20 | 88.63 | 86.50 | 89.05 | 89.32 | 89.47 | 89.87 | 88.00 | 87.23 | 87.66 | 88.17 | 89.36 | 90.80 | 88.77 | 89.72 | 90.88 | 90.69 | 88.78 | 87.53 | 90.93 | 88.42 | 89.40 | 88.99 |
The global mean maximum row:
| mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | average_map | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 887 | 86.42 | 88.22 | 86.13 | 88.14 | 86.85 | 87.43 | 88.49 | 86.62 | 86.46 | 86.75 | 88.90 | 88.20 | 89.71 | 87.37 | 86.62 | 88.65 | 88.60 | 88.37 | 88.93 | 88.23 | 87.89 | 85.34 | 88.91 | 85.03 | 88.20 | 86.53 | 87.576538 |
| 917 | 87.28 | 87.07 | 88.03 | 86.99 | 87.32 | 88.91 | 88.13 | 87.79 | 87.95 | 86.78 | 88.70 | 87.85 | 87.48 | 87.33 | 86.31 | 89.47 | 87.53 | 87.76 | 87.94 | 87.50 | 87.51 | 87.02 | 88.37 | 84.31 | 86.94 | 88.20 | 87.556538 |
| 693 | 87.63 | 86.68 | 87.48 | 87.35 | 88.15 | 88.53 | 87.99 | 87.37 | 87.42 | 87.10 | 88.67 | 88.32 | 89.25 | 87.13 | 88.05 | 86.38 | 85.73 | 87.93 | 88.17 | 88.15 | 84.98 | 86.51 | 87.57 | 86.55 | 88.57 | 86.91 | 87.483462 |
| 695 | 87.17 | 86.41 | 86.13 | 88.23 | 87.12 | 88.02 | 88.00 | 87.83 | 88.03 | 88.55 | 87.51 | 87.51 | 88.79 | 88.01 | 87.50 | 88.61 | 87.65 | 88.56 | 88.41 | 88.88 | 88.80 | 84.80 | 86.93 | 85.62 | 86.25 | 85.12 | 87.478462 |
| 919 | 89.06 | 87.25 | 86.99 | 85.92 | 88.28 | 87.25 | 86.39 | 87.33 | 87.77 | 86.95 | 88.40 | 87.99 | 87.78 | 87.16 | 86.67 | 86.50 | 88.21 | 90.49 | 88.49 | 88.46 | 86.82 | 86.28 | 87.99 | 83.75 | 87.43 | 86.17 | 87.376154 |
| 1012 | 87.59 | 87.85 | 87.14 | 87.07 | 86.41 | 88.05 | 87.25 | 87.21 | 87.34 | 86.29 | 87.38 | 87.75 | 88.66 | 89.01 | 85.84 | 89.22 | 87.40 | 87.53 | 87.96 | 87.28 | 86.13 | 87.42 | 87.01 | 85.14 | 87.87 | 87.58 | 87.360769 |
| 884 | 87.01 | 88.70 | 86.07 | 87.59 | 87.06 | 87.07 | 87.90 | 86.77 | 86.30 | 87.45 | 88.36 | 88.92 | 87.46 | 86.55 | 86.75 | 88.27 | 86.87 | 89.02 | 87.33 | 87.55 | 88.52 | 86.00 | 88.03 | 84.93 | 87.06 | 87.84 | 87.360769 |
| 596 | 86.51 | 85.98 | 85.99 | 87.17 | 85.92 | 87.95 | 88.14 | 87.12 | 87.19 | 87.11 | 86.95 | 87.56 | 88.65 | 87.99 | 88.39 | 87.94 | 88.48 | 88.08 | 88.59 | 87.09 | 88.52 | 87.05 | 88.08 | 86.27 | 86.86 | 85.45 | 87.347308 |
| 629 | 87.27 | 86.68 | 87.80 | 86.35 | 86.50 | 86.47 | 86.60 | 88.04 | 87.67 | 87.83 | 87.47 | 86.51 | 86.67 | 87.72 | 86.42 | 89.27 | 86.57 | 88.66 | 87.05 | 88.76 | 87.48 | 87.61 | 88.86 | 86.62 | 87.27 | 86.86 | 87.346538 |
| 885 | 87.61 | 84.55 | 87.45 | 87.34 | 88.32 | 87.48 | 87.97 | 87.06 | 87.08 | 87.13 | 87.48 | 87.02 | 87.48 | 88.99 | 87.43 | 87.52 | 88.71 | 86.82 | 87.63 | 87.95 | 87.30 | 86.88 | 87.75 | 85.38 | 87.07 | 86.70 | 87.311538 |
Model performance on validation data (Mann-Whitney U Test)
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 884 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.01 | 88.70 | 86.07 | 87.59 | 87.06 | 87.07 | 87.90 | 86.77 | 86.30 | 87.45 | 88.36 | 88.92 | 87.46 | 86.55 | 86.75 | 88.27 | 86.87 | 89.02 | 87.33 | 87.55 | 88.52 | 86.00 | 88.03 | 84.93 | 87.06 | 87.84 |
| 885 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.61 | 84.55 | 87.45 | 87.34 | 88.32 | 87.48 | 87.97 | 87.06 | 87.08 | 87.13 | 87.48 | 87.02 | 87.48 | 88.99 | 87.43 | 87.52 | 88.71 | 86.82 | 87.63 | 87.95 | 87.30 | 86.88 | 87.75 | 85.38 | 87.07 | 86.70 |
| 887 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.42 | 88.22 | 86.13 | 88.14 | 86.85 | 87.43 | 88.49 | 86.62 | 86.46 | 86.75 | 88.90 | 88.20 | 89.71 | 87.37 | 86.62 | 88.65 | 88.60 | 88.37 | 88.93 | 88.23 | 87.89 | 85.34 | 88.91 | 85.03 | 88.20 | 86.53 |
| 981 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.05 | 87.32 | 87.54 | 86.85 | 86.33 | 87.88 | 88.14 | 86.42 | 88.52 | 87.12 | 87.37 | 88.20 | 86.67 | 87.32 | 86.30 | 86.35 | 86.55 | 89.14 | 88.68 | 87.85 | 86.63 | 85.45 | 86.87 | 85.88 | 87.98 | 86.50 |
| 982 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.75 | 87.40 | 87.90 | 86.07 | 85.41 | 87.72 | 86.81 | 87.98 | 87.96 | 86.70 | 87.21 | 88.38 | 89.63 | 87.68 | 86.76 | 87.64 | 86.62 | 87.38 | 88.54 | 88.00 | 86.89 | 84.27 | 84.53 | 85.50 | 87.30 | 85.71 |
| 983 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.69 | 87.41 | 86.09 | 86.85 | 85.89 | 86.69 | 88.63 | 88.04 | 86.24 | 87.08 | 88.73 | 87.97 | 86.96 | 87.51 | 87.01 | 87.03 | 88.59 | 87.03 | 87.26 | 88.05 | 87.33 | 84.23 | 88.42 | 85.92 | 88.12 | 89.07 |
| 596 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.51 | 85.98 | 85.99 | 87.17 | 85.92 | 87.95 | 88.14 | 87.12 | 87.19 | 87.11 | 86.95 | 87.56 | 88.65 | 87.99 | 88.39 | 87.94 | 88.48 | 88.08 | 88.59 | 87.09 | 88.52 | 87.05 | 88.08 | 86.27 | 86.86 | 85.45 |
| 597 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 84.70 | 87.00 | 86.36 | 86.19 | 86.57 | 87.14 | 88.43 | 88.50 | 86.87 | 88.66 | 88.75 | 89.28 | 87.17 | 85.96 | 86.64 | 88.58 | 86.59 | 88.10 | 88.51 | 87.35 | 88.15 | 86.17 | 85.77 | 83.95 | 88.72 | 84.78 |
| 599 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.54 | 87.50 | 86.68 | 87.74 | 87.21 | 86.02 | 87.83 | 87.56 | 87.18 | 86.81 | 88.97 | 86.81 | 87.89 | 85.99 | 86.62 | 86.89 | 88.88 | 88.76 | 87.90 | 90.01 | 87.56 | 84.92 | 87.97 | 85.10 | 85.73 | 87.20 |
| 692 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.69 | 85.88 | 86.20 | 87.13 | 86.39 | 86.84 | 87.83 | 86.59 | 87.19 | 87.57 | 88.76 | 87.89 | 87.63 | 88.13 | 87.77 | 88.31 | 87.57 | 88.03 | 88.57 | 88.66 | 85.49 | 84.31 | 87.20 | 85.56 | 86.29 | 87.43 |
| 693 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.63 | 86.68 | 87.48 | 87.35 | 88.15 | 88.53 | 87.99 | 87.37 | 87.42 | 87.10 | 88.67 | 88.32 | 89.25 | 87.13 | 88.05 | 86.38 | 85.73 | 87.93 | 88.17 | 88.15 | 84.98 | 86.51 | 87.57 | 86.55 | 88.57 | 86.91 |
| 694 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.66 | 87.02 | 87.20 | 86.47 | 86.07 | 88.22 | 87.26 | 87.81 | 87.39 | 87.35 | 87.08 | 87.29 | 87.26 | 86.57 | 87.71 | 86.54 | 88.51 | 88.18 | 88.13 | 88.62 | 89.31 | 83.51 | 87.25 | 84.36 | 87.02 | 87.14 |
| 695 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.17 | 86.41 | 86.13 | 88.23 | 87.12 | 88.02 | 88.00 | 87.83 | 88.03 | 88.55 | 87.51 | 87.51 | 88.79 | 88.01 | 87.50 | 88.61 | 87.65 | 88.56 | 88.41 | 88.88 | 88.80 | 84.80 | 86.93 | 85.62 | 86.25 | 85.12 |
| 916 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.20 | 88.41 | 87.22 | 86.75 | 86.11 | 87.07 | 85.19 | 89.11 | 86.74 | 87.42 | 87.42 | 87.08 | 88.02 | 87.79 | 87.59 | 90.68 | 86.66 | 88.51 | 88.60 | 87.86 | 85.56 | 83.33 | 87.25 | 86.58 | 85.18 | 85.08 |
| 917 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.28 | 87.07 | 88.03 | 86.99 | 87.32 | 88.91 | 88.13 | 87.79 | 87.95 | 86.78 | 88.70 | 87.85 | 87.48 | 87.33 | 86.31 | 89.47 | 87.53 | 87.76 | 87.94 | 87.50 | 87.51 | 87.02 | 88.37 | 84.31 | 86.94 | 88.20 |
| 918 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.88 | 88.28 | 86.77 | 85.87 | 86.74 | 86.79 | 88.06 | 87.74 | 87.54 | 86.33 | 86.88 | 87.85 | 88.48 | 88.27 | 87.28 | 87.41 | 86.63 | 87.07 | 88.29 | 87.15 | 88.04 | 85.08 | 87.27 | 87.13 | 88.65 | 85.44 |
| 919 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.06 | 87.25 | 86.99 | 85.92 | 88.28 | 87.25 | 86.39 | 87.33 | 87.77 | 86.95 | 88.40 | 87.99 | 87.78 | 87.16 | 86.67 | 86.50 | 88.21 | 90.49 | 88.49 | 88.46 | 86.82 | 86.28 | 87.99 | 83.75 | 87.43 | 86.17 |
| 1012 | 372 | 56 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.59 | 87.85 | 87.14 | 87.07 | 86.41 | 88.05 | 87.25 | 87.21 | 87.34 | 86.29 | 87.38 | 87.75 | 88.66 | 89.01 | 85.84 | 89.22 | 87.40 | 87.53 | 87.96 | 87.28 | 86.13 | 87.42 | 87.01 | 85.14 | 87.87 | 87.58 |
| 629 | 372 | 56 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.27 | 86.68 | 87.80 | 86.35 | 86.50 | 86.47 | 86.60 | 88.04 | 87.67 | 87.83 | 87.47 | 86.51 | 86.67 | 87.72 | 86.42 | 89.27 | 86.57 | 88.66 | 87.05 | 88.76 | 87.48 | 87.61 | 88.86 | 86.62 | 87.27 | 86.86 |
| 727 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 85.07 | 87.58 | 86.94 | 86.32 | 87.22 | 87.38 | 87.03 | 87.01 | 88.71 | 87.74 | 87.04 | 88.15 | 88.05 | 85.64 | 87.94 | 88.58 | 87.32 | 88.73 | 88.49 | 87.06 | 86.15 | 84.33 | 87.45 | 84.61 | 85.49 | 86.88 |
| 949 | 372 | 56 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.19 | 85.91 | 85.79 | 86.85 | 87.19 | 87.71 | 86.85 | 86.52 | 88.03 | 87.53 | 86.44 | 87.20 | 88.48 | 86.30 | 86.61 | 87.56 | 86.73 | 88.27 | 88.71 | 88.88 | 85.68 | 85.82 | 89.47 | 86.36 | 86.82 | 86.87 |
| 1044 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.13 | 85.43 | 88.31 | 85.65 | 87.19 | 88.13 | 88.04 | 85.76 | 86.24 | 86.18 | 88.05 | 87.97 | 88.28 | 88.85 | 86.44 | 89.19 | 88.81 | 88.23 | 87.60 | 88.80 | 85.07 | 86.70 | 83.38 | 84.83 | 86.49 | 83.89 |
| 1046 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.02 | 87.29 | 85.40 | 87.54 | 85.16 | 86.94 | 87.53 | 87.29 | 87.33 | 87.30 | 87.36 | 88.69 | 88.28 | 87.68 | 87.76 | 87.93 | 87.46 | 87.85 | 88.73 | 87.89 | 88.32 | 86.69 | 86.20 | 85.36 | 86.88 | 87.00 |
| 662 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.69 | 87.24 | 87.23 | 87.75 | 86.01 | 87.56 | 86.61 | 87.38 | 87.15 | 86.11 | 87.34 | 86.51 | 88.27 | 88.69 | 87.49 | 87.65 | 86.54 | 87.46 | 87.56 | 88.68 | 89.09 | 85.83 | 88.46 | 87.08 | 85.03 | 86.19 |
| 663 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.00 | 86.78 | 87.37 | 86.29 | 86.92 | 87.59 | 86.81 | 87.71 | 88.07 | 88.05 | 87.62 | 88.93 | 88.39 | 87.79 | 85.75 | 87.96 | 87.67 | 87.12 | 88.12 | 86.72 | 85.00 | 87.06 | 87.55 | 86.60 | 87.44 | 84.11 |
Size of the All data: (144, 29)
Size of the Sig data: (25, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 6 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.10 | 89.03 | 87.17 | 88.49 | 88.16 | 86.80 | 87.98 | 88.73 | 91.17 | 88.29 | 91.12 | 86.30 | 87.82 | 88.46 | 88.87 | 90.23 | 89.76 | 91.01 | 88.28 | 87.42 | 89.62 | 87.29 | 89.69 | 88.83 | 88.89 | 88.46 |
| 9 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.35 | 87.34 | 89.80 | 88.31 | 91.05 | 87.94 | 89.47 | 88.92 | 87.71 | 89.76 | 88.59 | 88.04 | 86.10 | 89.05 | 87.59 | 89.47 | 91.48 | 88.76 | 89.08 | 90.12 | 88.89 | 88.57 | 90.77 | 88.59 | 88.19 | 87.28 |
| 0 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.26 | 89.98 | 90.42 | 88.08 | 89.98 | 89.13 | 90.75 | 88.74 | 88.99 | 88.77 | 89.62 | 89.30 | 90.67 | 88.40 | 88.28 | 88.70 | 87.25 | 89.15 | 89.28 | 87.97 | 90.45 | 88.03 | 90.67 | 88.68 | 88.30 | 86.32 |
| 19 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.25 | 87.16 | 88.06 | 87.36 | 87.13 | 88.70 | 90.16 | 87.71 | 89.01 | 88.50 | 88.85 | 89.61 | 85.83 | 88.66 | 86.90 | 87.90 | 87.16 | 88.61 | 89.16 | 87.80 | 87.75 | 87.67 | 88.12 | 88.91 | 90.58 | 87.11 |
| 23 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.28 | 87.49 | 88.19 | 87.87 | 87.83 | 88.82 | 87.30 | 88.07 | 87.58 | 89.55 | 88.23 | 88.66 | 89.58 | 88.57 | 87.97 | 89.77 | 90.06 | 89.37 | 89.22 | 87.60 | 89.74 | 86.76 | 88.51 | 88.26 | 88.64 | 87.92 |
| 10 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.22 | 89.22 | 87.69 | 86.74 | 87.47 | 85.46 | 87.62 | 88.20 | 89.05 | 89.11 | 89.16 | 87.16 | 88.29 | 88.91 | 87.56 | 87.16 | 89.87 | 89.13 | 86.74 | 88.51 | 87.39 | 88.53 | 90.04 | 88.56 | 87.57 | 88.64 |
| 7 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.94 | 86.81 | 89.42 | 87.07 | 88.63 | 87.82 | 89.37 | 88.89 | 87.93 | 88.36 | 90.22 | 86.22 | 88.29 | 88.19 | 88.25 | 89.36 | 89.83 | 90.37 | 89.94 | 88.71 | 88.89 | 88.14 | 90.35 | 87.90 | 89.62 | 86.12 |
| 20 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.27 | 86.78 | 87.31 | 86.92 | 88.54 | 83.78 | 88.88 | 88.74 | 89.21 | 90.13 | 89.85 | 89.32 | 88.99 | 88.83 | 88.32 | 88.44 | 88.46 | 88.07 | 89.27 | 88.92 | 89.35 | 87.80 | 90.28 | 88.40 | 90.88 | 88.36 |
| 12 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.10 | 88.33 | 88.75 | 89.44 | 90.05 | 88.00 | 89.27 | 89.51 | 89.45 | 90.72 | 89.57 | 86.26 | 88.83 | 88.06 | 87.43 | 88.86 | 89.77 | 90.16 | 89.77 | 89.94 | 87.99 | 86.00 | 89.64 | 87.51 | 87.11 | 88.67 |
| 16 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.31 | 87.33 | 89.61 | 88.44 | 89.28 | 86.83 | 85.93 | 89.24 | 88.60 | 88.76 | 86.61 | 89.55 | 88.43 | 88.76 | 89.15 | 89.42 | 89.63 | 89.91 | 88.54 | 87.34 | 86.69 | 86.87 | 89.30 | 89.37 | 88.01 | 87.73 |
| 2 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.44 | 88.14 | 90.70 | 88.49 | 89.67 | 88.61 | 88.51 | 86.36 | 87.73 | 89.99 | 89.52 | 89.68 | 89.62 | 89.54 | 88.53 | 88.51 | 87.81 | 90.00 | 91.34 | 87.36 | 87.27 | 86.88 | 91.74 | 87.96 | 89.29 | 88.10 |
| 15 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.07 | 87.19 | 87.29 | 85.85 | 88.57 | 85.56 | 86.40 | 88.84 | 87.47 | 88.24 | 87.95 | 87.83 | 87.17 | 87.59 | 88.47 | 89.36 | 89.55 | 90.02 | 89.03 | 88.93 | 91.17 | 85.87 | 89.45 | 87.00 | 86.22 | 87.96 |
| 3 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.70 | 84.82 | 87.66 | 87.22 | 89.20 | 85.54 | 89.32 | 85.58 | 90.80 | 88.37 | 86.36 | 88.86 | 89.53 | 88.91 | 88.89 | 89.83 | 90.06 | 89.92 | 89.97 | 88.44 | 88.43 | 87.06 | 89.66 | 88.01 | 87.55 | 85.26 |
| 21 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.70 | 91.34 | 89.73 | 88.50 | 89.69 | 88.00 | 90.48 | 90.27 | 89.68 | 89.38 | 89.93 | 85.89 | 88.17 | 90.23 | 89.30 | 90.66 | 89.61 | 89.20 | 89.48 | 88.28 | 88.73 | 86.60 | 90.19 | 89.60 | 85.67 | 86.20 |
| 1 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.94 | 89.95 | 89.45 | 89.15 | 88.77 | 89.77 | 89.78 | 90.57 | 89.56 | 88.95 | 88.04 | 88.37 | 88.69 | 91.27 | 88.10 | 90.61 | 89.86 | 90.22 | 91.29 | 88.52 | 89.79 | 88.00 | 91.16 | 88.40 | 88.72 | 89.20 |
| 11 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.71 | 89.44 | 87.52 | 88.70 | 88.21 | 87.79 | 90.01 | 89.33 | 89.34 | 89.22 | 89.60 | 89.70 | 88.46 | 90.48 | 87.75 | 90.20 | 89.74 | 88.72 | 89.69 | 88.89 | 91.18 | 86.89 | 90.64 | 89.98 | 89.24 | 87.55 |
| 4 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.06 | 88.99 | 89.22 | 87.50 | 89.13 | 87.56 | 89.35 | 89.51 | 90.28 | 90.92 | 91.15 | 89.19 | 89.62 | 89.67 | 88.03 | 88.91 | 90.28 | 89.94 | 89.45 | 89.83 | 89.04 | 88.51 | 90.14 | 86.88 | 89.89 | 88.38 |
| 5 | 372 | 56 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.15 | 89.88 | 88.50 | 88.54 | 86.23 | 89.27 | 88.22 | 88.93 | 89.81 | 89.35 | 90.79 | 88.05 | 89.82 | 91.31 | 87.22 | 89.28 | 88.33 | 91.08 | 91.25 | 88.82 | 87.73 | 89.63 | 89.88 | 88.87 | 90.28 | 88.67 |
| 8 | 372 | 56 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.32 | 89.74 | 88.96 | 88.88 | 90.15 | 88.43 | 89.64 | 89.22 | 90.28 | 89.17 | 88.78 | 86.90 | 89.12 | 89.52 | 88.45 | 87.71 | 88.07 | 90.53 | 90.09 | 88.83 | 89.05 | 88.84 | 91.91 | 89.72 | 88.84 | 87.47 |
| 22 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.19 | 89.00 | 88.70 | 88.24 | 90.90 | 88.25 | 89.90 | 88.01 | 89.69 | 89.98 | 88.62 | 88.88 | 88.07 | 88.58 | 87.91 | 89.49 | 86.09 | 90.17 | 90.70 | 88.94 | 89.26 | 87.02 | 90.56 | 88.01 | 88.65 | 87.69 |
| 17 | 372 | 56 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.67 | 88.75 | 88.99 | 89.69 | 89.70 | 89.35 | 88.83 | 88.71 | 89.35 | 89.56 | 88.95 | 88.81 | 89.44 | 90.39 | 88.04 | 89.85 | 88.19 | 90.01 | 89.70 | 89.13 | 88.73 | 86.66 | 91.17 | 88.15 | 88.97 | 87.61 |
| 24 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.91 | 87.98 | 90.55 | 87.91 | 89.70 | 88.73 | 89.08 | 87.17 | 88.76 | 88.80 | 89.87 | 89.71 | 89.48 | 90.56 | 88.24 | 91.19 | 90.21 | 89.49 | 88.55 | 89.31 | 89.09 | 88.06 | 87.89 | 89.25 | 88.54 | 87.50 |
| 13 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.62 | 88.74 | 88.41 | 87.53 | 87.28 | 89.93 | 89.32 | 89.97 | 90.10 | 89.79 | 90.16 | 88.94 | 91.22 | 88.77 | 88.45 | 90.16 | 89.71 | 90.00 | 90.92 | 89.60 | 90.26 | 89.85 | 90.18 | 89.08 | 90.35 | 89.92 |
| 14 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.99 | 90.11 | 90.20 | 88.94 | 90.43 | 90.14 | 89.11 | 89.08 | 89.07 | 89.44 | 89.92 | 88.46 | 89.92 | 91.17 | 88.76 | 89.35 | 88.61 | 90.76 | 88.99 | 88.84 | 91.51 | 88.51 | 90.76 | 89.92 | 89.91 | 89.33 |
| 18 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.97 | 88.29 | 91.18 | 90.27 | 90.50 | 89.65 | 91.17 | 89.15 | 90.47 | 88.24 | 89.39 | 89.24 | 90.76 | 91.05 | 86.09 | 90.21 | 89.24 | 88.85 | 90.96 | 88.16 | 88.22 | 88.08 | 89.98 | 89.61 | 90.05 | 87.58 |
Size of the test data: (25, 34)
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_19 | 88.1676 | 0.518172 |
| mAP_valid_abs_values_18 | 88.1232 | 0.804864 |
| mAP_valid_abs_values_20 | 88.0572 | 0.758818 |
| mAP_valid_abs_values_13 | 88.0556 | 0.823600 |
| mAP_valid_abs_values_16 | 88.0052 | 1.088428 |
| mAP_valid_abs_values_12 | 87.8332 | 0.731492 |
| mAP_valid_abs_values_11 | 87.7936 | 0.754740 |
| mAP_valid_abs_values_7 | 87.5164 | 0.814253 |
| mAP_valid_abs_values_14 | 87.4972 | 0.938960 |
| mAP_valid_abs_values_17 | 87.4752 | 0.911268 |
| mAP_valid_abs_values_6 | 87.4736 | 0.668119 |
| mAP_valid_abs_values_8 | 87.3824 | 0.721995 |
| mAP_valid_abs_values_23 | 87.3816 | 1.334662 |
| mAP_valid_abs_values_9 | 87.3748 | 0.672515 |
| mAP_valid_abs_values_10 | 87.1956 | 0.660007 |
| mAP_valid_abs_values_21 | 87.1288 | 1.333136 |
| mAP_valid_abs_values_25 | 87.0664 | 1.030384 |
| mAP_valid_abs_values_2 | 87.0336 | 0.967755 |
| mAP_valid_abs_values_15 | 87.0260 | 0.707142 |
| mAP_valid_abs_values_4 | 86.8988 | 0.712445 |
| mAP_valid_abs_values_3 | 86.8884 | 0.774530 |
| mAP_valid_abs_values | 86.7924 | 0.967885 |
| mAP_valid_abs_values_5 | 86.7336 | 0.813018 |
| mAP_valid_abs_values_26 | 86.4260 | 1.248549 |
| mAP_valid_abs_values_22 | 85.7044 | 1.244160 |
| mAP_valid_abs_values_24 | 85.5368 | 0.953396 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
optimal_params.to_csv('optimal_params_56bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_23 | 90.107200 | 0.980886 |
| mAP_test_abs_values_18 | 89.738000 | 0.777796 |
| mAP_test_abs_values_19 | 89.627600 | 1.072972 |
| mAP_test_abs_values_14 | 89.397200 | 1.105865 |
| mAP_test_abs_values_16 | 89.385200 | 0.962415 |
| mAP_test_abs_values_10 | 89.254000 | 0.749605 |
| mAP_test_abs_values_9 | 89.243600 | 1.010577 |
| mAP_test_abs_values_11 | 89.234000 | 1.193364 |
| mAP_test_abs_values_17 | 89.145200 | 1.212017 |
| mAP_test_abs_values_5 | 89.050000 | 1.245402 |
| mAP_test_abs_values_21 | 89.048800 | 1.247836 |
| mAP_test_abs_values_7 | 89.034000 | 1.255232 |
| mAP_test_abs_values_3 | 88.939200 | 1.163765 |
| mAP_test_abs_values_13 | 88.876800 | 1.295546 |
| average_map | 88.846246 | 0.475968 |
| mAP_test_abs_values_25 | 88.798400 | 1.306524 |
| mAP_test_abs_values_8 | 88.698000 | 1.118179 |
| mAP_test_abs_values_20 | 88.648400 | 0.785757 |
| mAP_test_abs_values_24 | 88.618000 | 0.843835 |
| mAP_test_abs_values | 88.580800 | 1.152750 |
| mAP_test_abs_values_2 | 88.473200 | 1.410436 |
| mAP_test_abs_values_12 | 88.357200 | 1.227326 |
| mAP_test_abs_values_4 | 88.165200 | 1.000034 |
| mAP_test_abs_values_15 | 88.102000 | 0.716583 |
| mAP_test_abs_values_6 | 87.994400 | 1.588160 |
| mAP_test_abs_values_26 | 87.801200 | 1.067787 |
| mAP_test_abs_values_22 | 87.684800 | 1.031751 |
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid_mwu_56['id'] = res_valid_mwu_56.index.to_series().apply(extract_number)
res_test_mwu_56['id'] = res_test_mwu_56.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid_mwu_56,res_test_mwu_56])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test_mwu_56 = res_test_mwu_56.sort_values(by=['id']).reset_index().query("index !='average_map'")
res_valid_mwu_56 = res_valid_mwu_56.reset_index(drop=True)
res_valid_mwu_56.columns = ['valid_score', 'std', 'id']
res_valid_mwu_56 = res_valid_mwu_56[['valid_score', 'id']]
res_test_mwu_56.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_56 = res_test_mwu_56[['test_score', 'id']]
result_merged_mwu_56 = pd.merge(res_valid_mwu_56,res_test_mwu_56,on='id')
result_merged_mwu_56.sort_values(by=['valid_score'], ascending=False,inplace=True)
result_merged_mwu_56 = result_merged_mwu_56[['id','valid_score','test_score']]
html_table = result_merged_mwu_56.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))| id | valid_score | test_score | |
|---|---|---|---|
| 0 | 19 | 88.1676 | 89.6276 |
| 1 | 18 | 88.1232 | 89.7380 |
| 2 | 20 | 88.0572 | 88.6484 |
| 3 | 13 | 88.0556 | 88.8768 |
| 4 | 16 | 88.0052 | 89.3852 |
| 5 | 12 | 87.8332 | 88.3572 |
| 6 | 11 | 87.7936 | 89.2340 |
| 7 | 7 | 87.5164 | 89.0340 |
| 8 | 14 | 87.4972 | 89.3972 |
| 9 | 17 | 87.4752 | 89.1452 |
| 10 | 6 | 87.4736 | 87.9944 |
| 11 | 8 | 87.3824 | 88.6980 |
| 12 | 23 | 87.3816 | 90.1072 |
| 13 | 9 | 87.3748 | 89.2436 |
| 14 | 10 | 87.1956 | 89.2540 |
| 15 | 21 | 87.1288 | 89.0488 |
| 16 | 25 | 87.0664 | 88.7984 |
| 17 | 2 | 87.0336 | 88.4732 |
| 18 | 15 | 87.0260 | 88.1020 |
| 19 | 4 | 86.8988 | 88.1652 |
| 20 | 3 | 86.8884 | 88.9392 |
| 21 | 1 | 86.7924 | 88.5808 |
| 22 | 5 | 86.7336 | 89.0500 |
| 23 | 26 | 86.4260 | 87.8012 |
| 24 | 22 | 85.7044 | 87.6848 |
| 25 | 24 | 85.5368 | 88.6180 |
Code
#%%
dt_valid = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_24082024_{layer_vsn}.csv")
dt_test = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_24082024_{layer_vsn}.csv")
output_size = 64
query = (
"output_size == @output_size "
)
dt_valid = dt_valid.query(query)
dt_test = dt_test.query(query)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 24 | 372 | 64 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 82.49 | 83.89 | 72.24 | 81.59 | 82.43 | 82.51 | 83.34 | 85.13 | 83.22 | 83.80 | 86.06 | 85.93 | 82.15 | 84.68 | 83.11 | 77.43 | 84.27 | 84.89 | 82.16 | 82.28 | 80.52 | 79.57 | 80.16 | 82.03 | 81.52 | 78.98 |
| 25 | 372 | 64 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 83.30 | 84.85 | 83.87 | 85.30 | 84.00 | 84.98 | 85.36 | 84.12 | 83.26 | 83.20 | 84.33 | 84.33 | 85.61 | 85.95 | 84.25 | 84.83 | 84.02 | 86.59 | 85.86 | 85.23 | 82.30 | 82.30 | 82.60 | 82.53 | 82.91 | 81.85 |
| 26 | 372 | 64 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 84.84 | 83.11 | 83.69 | 83.96 | 84.23 | 85.02 | 83.84 | 84.70 | 85.30 | 83.81 | 85.73 | 84.11 | 86.66 | 82.71 | 86.31 | 87.15 | 84.70 | 83.41 | 85.00 | 84.37 | 81.03 | 83.00 | 82.25 | 81.71 | 84.00 | 83.28 |
| 27 | 372 | 64 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.66 | 85.40 | 83.42 | 84.99 | 85.28 | 84.55 | 84.03 | 85.48 | 84.65 | 85.95 | 85.99 | 84.25 | 85.35 | 86.72 | 82.02 | 85.07 | 84.81 | 86.63 | 83.13 | 85.65 | 81.01 | 80.84 | 83.34 | 83.18 | 82.08 | 81.93 |
| 56 | 372 | 64 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 81.80 | 82.71 | 80.38 | 82.53 | 83.10 | 86.25 | 84.02 | 81.67 | 82.56 | 85.49 | 84.99 | 83.71 | 86.35 | 83.36 | 83.09 | 84.64 | 81.22 | 84.44 | 82.68 | 81.65 | 80.83 | 80.92 | 81.95 | 80.89 | 82.25 | 79.12 |
| 57 | 372 | 64 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 83.22 | 84.43 | 83.58 | 83.20 | 84.60 | 86.55 | 84.02 | 85.91 | 84.40 | 83.96 | 85.73 | 85.54 | 84.30 | 85.34 | 84.84 | 87.53 | 85.23 | 87.55 | 86.93 | 84.13 | 82.12 | 83.93 | 83.13 | 84.01 | 81.70 | 82.93 |
| 58 | 372 | 64 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 84.97 | 86.16 | 82.42 | 85.24 | 82.69 | 85.70 | 84.00 | 85.76 | 85.66 | 83.94 | 83.88 | 87.62 | 84.84 | 82.31 | 86.20 | 86.44 | 83.78 | 87.17 | 85.57 | 87.84 | 82.58 | 81.35 | 83.13 | 83.81 | 83.48 | 81.31 |
| 59 | 372 | 64 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 82.21 | 84.84 | 84.86 | 82.79 | 85.40 | 86.14 | 85.15 | 83.66 | 86.50 | 85.27 | 86.56 | 86.50 | 84.80 | 84.99 | 84.40 | 86.66 | 85.21 | 84.13 | 87.66 | 84.72 | 82.67 | 80.83 | 81.76 | 83.23 | 85.30 | 82.62 |
| 88 | 372 | 64 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 84.01 | 83.56 | 80.77 | 83.57 | 80.89 | 85.00 | 83.81 | 81.82 | 83.34 | 84.46 | 86.03 | 83.66 | 85.29 | 84.86 | 83.40 | 83.97 | 85.51 | 85.65 | 86.69 | 84.30 | 81.28 | 81.02 | 81.91 | 83.96 | 83.95 | 81.88 |
| 89 | 372 | 64 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 83.39 | 84.02 | 84.32 | 83.75 | 86.14 | 86.68 | 86.81 | 84.80 | 87.86 | 84.88 | 83.47 | 84.23 | 85.14 | 84.00 | 83.42 | 85.39 | 84.92 | 84.45 | 86.06 | 84.03 | 83.83 | 84.04 | 83.38 | 82.00 | 81.41 | 86.09 |
| 90 | 372 | 64 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 82.96 | 83.65 | 84.17 | 84.47 | 84.19 | 84.32 | 82.63 | 83.88 | 87.03 | 84.19 | 85.11 | 84.88 | 85.74 | 87.19 | 84.58 | 85.90 | 84.72 | 84.85 | 84.27 | 82.91 | 81.52 | 83.64 | 82.48 | 83.27 | 85.54 | 84.92 |
| 91 | 372 | 64 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 84.59 | 87.23 | 84.09 | 83.83 | 82.08 | 85.84 | 83.23 | 83.69 | 87.20 | 84.12 | 86.25 | 86.36 | 87.02 | 85.82 | 86.60 | 86.33 | 85.93 | 85.28 | 84.71 | 86.18 | 81.89 | 85.33 | 83.72 | 81.49 | 84.07 | 84.75 |
| 120 | 372 | 64 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 82.39 | 85.07 | 82.49 | 83.44 | 82.40 | 83.08 | 84.29 | 82.70 | 84.71 | 84.40 | 85.41 | 84.16 | 82.28 | 83.15 | 82.39 | 84.10 | 87.15 | 86.85 | 85.28 | 85.35 | 82.40 | 83.30 | 83.01 | 81.93 | 82.58 | 81.94 |
| 121 | 372 | 64 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 83.94 | 82.78 | 85.53 | 85.21 | 84.42 | 86.03 | 85.34 | 87.20 | 85.61 | 84.37 | 85.00 | 86.50 | 86.21 | 83.89 | 85.12 | 86.29 | 85.80 | 86.08 | 85.95 | 89.09 | 83.34 | 83.36 | 83.63 | 83.41 | 84.49 | 85.57 |
| 122 | 372 | 64 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 83.79 | 85.37 | 82.74 | 83.83 | 83.57 | 85.01 | 84.53 | 86.55 | 85.68 | 86.01 | 87.89 | 86.33 | 85.09 | 85.94 | 85.54 | 89.40 | 85.22 | 86.37 | 87.69 | 87.40 | 83.99 | 83.66 | 84.21 | 83.69 | 80.88 | 83.67 |
| 123 | 372 | 64 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.17 | 84.42 | 83.70 | 84.34 | 85.66 | 85.42 | 86.14 | 86.75 | 85.56 | 86.04 | 84.11 | 87.15 | 85.07 | 85.84 | 86.60 | 86.28 | 84.98 | 84.93 | 85.99 | 85.08 | 84.56 | 82.75 | 84.82 | 83.33 | 83.45 | 82.87 |
| 152 | 372 | 64 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 83.18 | 84.15 | 82.74 | 82.56 | 83.09 | 84.78 | 87.07 | 84.57 | 85.22 | 85.95 | 84.46 | 85.02 | 85.40 | 86.81 | 84.49 | 83.90 | 85.26 | 86.05 | 84.15 | 85.50 | 81.91 | 82.08 | 80.95 | 81.97 | 83.06 | 84.48 |
| 153 | 372 | 64 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 84.99 | 84.79 | 84.36 | 85.38 | 83.43 | 86.52 | 85.98 | 84.31 | 86.30 | 85.68 | 85.11 | 86.62 | 86.16 | 86.13 | 85.66 | 86.65 | 86.11 | 86.11 | 87.90 | 87.01 | 81.97 | 84.69 | 86.52 | 81.85 | 83.02 | 84.67 |
| 154 | 372 | 64 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.90 | 86.37 | 85.97 | 86.05 | 84.04 | 86.22 | 86.34 | 86.39 | 86.07 | 87.46 | 86.56 | 85.93 | 86.35 | 86.74 | 85.29 | 87.13 | 83.79 | 84.74 | 85.42 | 87.62 | 82.30 | 84.83 | 86.58 | 84.38 | 82.46 | 83.73 |
| 155 | 372 | 64 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 84.02 | 85.33 | 84.21 | 84.69 | 84.54 | 85.19 | 84.80 | 86.73 | 86.40 | 85.34 | 84.78 | 84.80 | 84.11 | 84.70 | 85.34 | 86.23 | 86.53 | 85.94 | 85.42 | 86.78 | 84.24 | 84.23 | 84.81 | 84.16 | 81.69 | 83.88 |
| 184 | 372 | 64 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 83.78 | 85.74 | 85.61 | 84.77 | 82.56 | 84.25 | 83.17 | 84.26 | 85.44 | 88.15 | 84.73 | 84.87 | 86.91 | 85.66 | 85.07 | 85.51 | 87.90 | 83.36 | 85.46 | 85.25 | 83.32 | 84.18 | 83.19 | 83.61 | 81.19 | 81.56 |
| 185 | 372 | 64 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 84.16 | 86.78 | 84.90 | 84.48 | 83.27 | 85.43 | 85.52 | 83.44 | 87.45 | 88.04 | 86.17 | 85.65 | 85.50 | 85.44 | 85.93 | 86.13 | 86.36 | 85.47 | 85.56 | 86.40 | 82.39 | 84.55 | 83.87 | 84.66 | 82.64 | 82.09 |
| 186 | 372 | 64 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 84.55 | 84.83 | 84.38 | 82.87 | 84.21 | 85.81 | 88.57 | 84.51 | 87.79 | 85.40 | 85.82 | 84.67 | 87.63 | 86.95 | 84.79 | 86.14 | 85.22 | 87.38 | 87.27 | 85.99 | 81.91 | 82.01 | 83.24 | 86.02 | 83.62 | 82.50 |
| 187 | 372 | 64 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 84.69 | 85.41 | 85.84 | 85.97 | 84.10 | 84.68 | 85.49 | 85.14 | 86.25 | 86.08 | 85.96 | 86.23 | 85.96 | 86.29 | 85.57 | 86.69 | 84.83 | 86.57 | 85.34 | 86.19 | 83.56 | 82.36 | 82.97 | 85.13 | 84.97 | 84.30 |
| 216 | 372 | 64 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 84.81 | 84.59 | 85.11 | 82.88 | 82.36 | 83.98 | 85.59 | 86.07 | 86.87 | 85.44 | 84.66 | 84.72 | 84.98 | 83.71 | 85.40 | 86.04 | 85.63 | 84.19 | 86.28 | 85.26 | 83.54 | 83.31 | 86.39 | 85.33 | 83.28 | 83.00 |
| 217 | 372 | 64 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 85.60 | 84.92 | 82.64 | 85.18 | 82.54 | 86.66 | 85.65 | 85.57 | 86.32 | 85.83 | 86.29 | 87.06 | 84.82 | 85.31 | 85.62 | 85.92 | 85.71 | 85.44 | 87.91 | 86.31 | 84.09 | 85.13 | 84.45 | 84.52 | 85.96 | 83.60 |
| 218 | 372 | 64 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 85.84 | 85.68 | 83.79 | 84.55 | 84.08 | 86.97 | 86.05 | 86.37 | 86.89 | 84.94 | 85.76 | 85.54 | 86.47 | 85.27 | 84.39 | 85.02 | 85.63 | 86.72 | 84.42 | 85.20 | 81.97 | 83.15 | 84.81 | 83.88 | 86.54 | 84.67 |
| 219 | 372 | 64 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 83.97 | 86.17 | 84.51 | 87.31 | 86.68 | 85.66 | 86.01 | 86.19 | 87.11 | 86.52 | 87.06 | 87.80 | 86.61 | 87.40 | 87.03 | 86.00 | 87.94 | 87.17 | 87.92 | 87.21 | 84.82 | 83.43 | 84.36 | 84.22 | 85.38 | 83.18 |
| 248 | 372 | 64 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 82.91 | 84.12 | 84.18 | 84.40 | 85.30 | 86.06 | 85.36 | 85.85 | 86.58 | 86.01 | 86.76 | 85.82 | 83.98 | 85.39 | 85.91 | 86.73 | 86.39 | 85.28 | 85.34 | 86.89 | 81.53 | 83.39 | 81.09 | 84.07 | 80.55 | 82.77 |
| 249 | 372 | 64 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.44 | 85.36 | 86.02 | 86.17 | 84.02 | 85.59 | 84.11 | 88.56 | 86.06 | 85.39 | 86.44 | 86.06 | 86.28 | 87.37 | 84.45 | 88.21 | 85.64 | 86.20 | 86.01 | 87.25 | 82.80 | 82.69 | 84.78 | 84.01 | 84.47 | 83.91 |
| 250 | 372 | 64 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 85.67 | 83.64 | 83.85 | 84.67 | 84.58 | 85.93 | 87.24 | 84.62 | 86.93 | 87.91 | 85.74 | 86.99 | 86.40 | 88.30 | 86.91 | 86.11 | 86.23 | 87.31 | 85.63 | 85.87 | 84.54 | 83.93 | 83.62 | 84.58 | 83.82 | 83.90 |
| 251 | 372 | 64 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.67 | 85.77 | 83.88 | 84.52 | 86.03 | 85.13 | 84.54 | 86.21 | 87.13 | 83.91 | 84.51 | 85.74 | 86.75 | 83.78 | 87.33 | 86.16 | 85.70 | 86.50 | 85.22 | 86.32 | 85.09 | 83.83 | 85.27 | 82.25 | 82.56 | 84.96 |
| 280 | 372 | 64 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 85.26 | 85.46 | 82.11 | 82.43 | 85.82 | 86.50 | 85.40 | 85.91 | 87.45 | 86.38 | 86.84 | 86.11 | 86.07 | 86.12 | 84.19 | 85.71 | 84.39 | 87.35 | 86.42 | 86.25 | 83.95 | 81.75 | 85.41 | 83.72 | 83.26 | 83.47 |
| 281 | 372 | 64 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.09 | 84.93 | 84.69 | 84.00 | 83.63 | 84.45 | 84.76 | 85.12 | 85.86 | 85.86 | 87.21 | 85.52 | 85.44 | 85.83 | 85.14 | 85.52 | 84.35 | 86.88 | 87.32 | 85.78 | 86.19 | 82.84 | 84.11 | 83.88 | 84.87 | 82.76 |
| 282 | 372 | 64 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 84.96 | 86.99 | 85.23 | 85.49 | 84.04 | 86.43 | 86.37 | 85.61 | 85.69 | 85.61 | 86.60 | 85.07 | 85.07 | 85.66 | 86.28 | 86.24 | 86.22 | 87.15 | 86.16 | 84.57 | 85.01 | 83.41 | 85.60 | 83.00 | 83.52 | 82.98 |
| 283 | 372 | 64 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 85.79 | 85.74 | 84.72 | 83.82 | 84.94 | 86.26 | 85.06 | 85.57 | 87.29 | 85.88 | 85.56 | 85.74 | 85.75 | 82.64 | 85.72 | 85.54 | 86.27 | 86.05 | 86.23 | 87.06 | 83.73 | 83.47 | 85.64 | 82.64 | 83.53 | 85.20 |
| 312 | 372 | 64 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 82.62 | 82.11 | 84.47 | 82.47 | 83.08 | 81.86 | 82.54 | 80.55 | 83.43 | 81.70 | 85.48 | 83.69 | 81.77 | 83.06 | 83.84 | 84.12 | 85.10 | 84.62 | 84.95 | 86.27 | 80.83 | 81.45 | 82.95 | 81.14 | 83.11 | 82.49 |
| 313 | 372 | 64 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 82.07 | 84.26 | 82.59 | 84.44 | 83.97 | 84.86 | 85.00 | 86.80 | 85.02 | 84.38 | 84.86 | 87.26 | 85.14 | 86.96 | 83.11 | 85.20 | 85.53 | 86.59 | 87.36 | 87.45 | 81.48 | 84.29 | 82.06 | 82.10 | 83.85 | 83.57 |
| 314 | 372 | 64 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 82.67 | 85.79 | 83.55 | 83.76 | 81.13 | 83.25 | 84.30 | 85.28 | 85.57 | 86.09 | 86.47 | 87.74 | 86.33 | 85.81 | 83.14 | 85.07 | 85.20 | 85.82 | 87.23 | 87.39 | 83.86 | 83.69 | 83.50 | 85.44 | 84.24 | 82.40 |
| 315 | 372 | 64 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.54 | 85.31 | 86.87 | 84.96 | 84.08 | 84.03 | 85.34 | 85.40 | 86.43 | 84.41 | 85.35 | 87.36 | 85.17 | 84.78 | 87.00 | 86.70 | 86.17 | 88.34 | 85.86 | 87.55 | 82.86 | 82.82 | 84.00 | 83.25 | 83.68 | 82.35 |
| 344 | 372 | 64 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 81.08 | 76.92 | 81.86 | 81.26 | 82.57 | 83.68 | 83.00 | 82.14 | 81.83 | 85.58 | 85.78 | 84.51 | 83.00 | 83.64 | 83.14 | 88.12 | 82.21 | 85.14 | 86.50 | 83.78 | 79.62 | 82.87 | 83.55 | 76.42 | 81.12 | 81.99 |
| 345 | 372 | 64 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 82.17 | 84.39 | 85.35 | 83.30 | 84.01 | 85.32 | 84.99 | 86.60 | 87.73 | 83.13 | 85.28 | 86.09 | 87.05 | 86.47 | 85.53 | 86.47 | 86.01 | 84.84 | 84.45 | 86.32 | 83.72 | 82.55 | 85.68 | 84.45 | 85.23 | 83.76 |
| 346 | 372 | 64 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 82.54 | 83.92 | 83.86 | 85.39 | 82.97 | 86.34 | 86.12 | 85.61 | 86.47 | 86.61 | 88.47 | 86.95 | 84.73 | 85.50 | 83.39 | 87.60 | 86.25 | 85.67 | 84.79 | 85.89 | 84.37 | 82.78 | 81.79 | 81.96 | 84.16 | 84.45 |
| 347 | 372 | 64 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.76 | 85.34 | 84.26 | 83.75 | 83.43 | 83.97 | 83.51 | 86.09 | 85.03 | 84.28 | 85.88 | 84.95 | 86.56 | 86.31 | 84.90 | 84.12 | 85.06 | 84.98 | 85.95 | 85.02 | 83.95 | 83.82 | 84.64 | 82.03 | 82.18 | 83.50 |
| 376 | 372 | 64 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 80.82 | 83.55 | 83.71 | 83.29 | 78.64 | 85.01 | 83.16 | 83.29 | 83.62 | 85.02 | 84.45 | 85.82 | 84.17 | 86.46 | 84.65 | 85.35 | 83.71 | 83.86 | 85.56 | 84.24 | 82.20 | 84.01 | 83.34 | 82.42 | 82.82 | 83.52 |
| 377 | 372 | 64 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 84.92 | 82.76 | 82.23 | 83.71 | 82.97 | 85.58 | 85.51 | 83.58 | 85.38 | 86.63 | 86.02 | 84.66 | 86.91 | 84.02 | 86.59 | 87.86 | 86.04 | 86.03 | 82.52 | 84.38 | 83.32 | 83.25 | 81.98 | 85.70 | 84.29 | 81.85 |
| 378 | 372 | 64 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 85.56 | 85.56 | 83.59 | 85.27 | 82.39 | 85.88 | 85.22 | 84.23 | 86.43 | 86.02 | 86.81 | 88.18 | 86.72 | 86.54 | 87.08 | 85.85 | 85.58 | 85.43 | 86.14 | 86.66 | 83.16 | 82.91 | 83.97 | 83.47 | 83.20 | 81.52 |
| 379 | 372 | 64 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 85.34 | 86.38 | 84.09 | 85.39 | 85.92 | 84.53 | 85.24 | 85.73 | 88.03 | 86.20 | 86.31 | 85.18 | 86.90 | 85.74 | 85.73 | 84.93 | 85.39 | 86.35 | 87.93 | 86.31 | 84.23 | 83.86 | 85.73 | 81.75 | 85.81 | 84.75 |
| 408 | 372 | 64 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 82.02 | 82.64 | 83.44 | 82.38 | 83.97 | 83.20 | 83.49 | 83.24 | 84.61 | 19.49 | 86.28 | 85.43 | 85.91 | 84.68 | 84.26 | 83.86 | 84.96 | 84.28 | 19.49 | 84.44 | 82.41 | 82.42 | 84.06 | 82.82 | 82.18 | 79.59 |
| 409 | 372 | 64 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 84.78 | 84.99 | 85.61 | 85.42 | 84.50 | 86.16 | 85.24 | 86.48 | 84.99 | 86.34 | 86.34 | 86.84 | 87.20 | 85.56 | 85.54 | 85.74 | 85.23 | 87.91 | 86.51 | 85.05 | 83.16 | 83.29 | 84.06 | 82.18 | 86.96 | 85.20 |
| 410 | 372 | 64 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 85.44 | 85.04 | 82.98 | 83.46 | 83.24 | 87.51 | 83.59 | 85.63 | 85.59 | 85.68 | 85.23 | 85.64 | 83.22 | 84.19 | 83.52 | 87.25 | 86.66 | 83.02 | 86.49 | 86.68 | 83.58 | 82.18 | 84.67 | 81.98 | 83.21 | 82.78 |
| 411 | 372 | 64 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 82.69 | 84.76 | 83.88 | 85.52 | 83.51 | 85.36 | 87.25 | 86.15 | 86.69 | 85.16 | 85.45 | 85.83 | 85.20 | 85.13 | 86.07 | 87.33 | 86.70 | 87.49 | 86.69 | 88.32 | 85.61 | 82.07 | 86.00 | 83.64 | 82.08 | 83.76 |
| 440 | 372 | 64 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 84.03 | 85.40 | 83.60 | 84.33 | 83.20 | 85.08 | 84.84 | 86.21 | 84.54 | 84.51 | 85.01 | 85.74 | 86.79 | 84.97 | 86.38 | 86.74 | 85.52 | 84.60 | 86.83 | 84.26 | 82.21 | 81.60 | 84.18 | 83.18 | 85.15 | 82.87 |
| 441 | 372 | 64 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.32 | 85.86 | 83.52 | 86.73 | 83.42 | 85.31 | 86.25 | 86.40 | 88.21 | 85.61 | 86.87 | 86.12 | 86.25 | 86.69 | 86.52 | 86.39 | 86.72 | 86.23 | 87.78 | 87.07 | 81.54 | 82.94 | 83.86 | 84.26 | 82.54 | 84.13 |
| 442 | 372 | 64 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 83.85 | 84.63 | 85.86 | 83.92 | 86.27 | 85.62 | 86.41 | 86.74 | 84.94 | 87.28 | 86.24 | 86.45 | 88.98 | 86.43 | 85.60 | 88.39 | 83.74 | 88.14 | 86.01 | 87.31 | 82.29 | 84.88 | 85.64 | 83.29 | 83.84 | 83.88 |
| 443 | 372 | 64 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 84.25 | 86.12 | 84.75 | 85.74 | 85.28 | 86.39 | 85.16 | 86.24 | 87.99 | 86.79 | 87.39 | 87.54 | 87.67 | 86.11 | 86.17 | 88.48 | 85.02 | 85.26 | 86.81 | 85.35 | 83.93 | 84.95 | 86.10 | 83.51 | 83.88 | 84.14 |
| 472 | 372 | 64 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 85.26 | 85.43 | 84.40 | 85.72 | 84.32 | 84.92 | 85.00 | 85.54 | 84.92 | 85.58 | 86.86 | 85.26 | 83.73 | 85.10 | 84.52 | 85.57 | 85.78 | 86.15 | 86.45 | 87.94 | 83.28 | 82.94 | 82.34 | 84.16 | 81.45 | 82.40 |
| 473 | 372 | 64 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 83.03 | 87.18 | 85.91 | 84.54 | 84.56 | 86.05 | 84.81 | 86.31 | 87.85 | 86.95 | 85.54 | 86.20 | 85.18 | 85.80 | 83.35 | 87.04 | 86.84 | 84.86 | 86.74 | 86.35 | 87.16 | 81.78 | 84.68 | 86.14 | 86.10 | 83.17 |
| 474 | 372 | 64 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 84.06 | 85.86 | 83.37 | 84.92 | 85.18 | 86.95 | 86.09 | 85.70 | 87.10 | 85.94 | 85.99 | 85.17 | 87.15 | 86.57 | 86.79 | 85.82 | 85.11 | 84.00 | 86.18 | 85.55 | 84.10 | 83.79 | 85.35 | 85.01 | 82.12 | 83.83 |
| 475 | 372 | 64 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 84.21 | 84.03 | 86.67 | 86.65 | 85.36 | 85.88 | 84.73 | 84.75 | 87.40 | 86.03 | 85.73 | 85.08 | 86.15 | 84.14 | 85.43 | 87.24 | 86.31 | 87.43 | 87.38 | 86.18 | 82.12 | 83.59 | 84.47 | 83.59 | 82.62 | 83.59 |
| 504 | 372 | 64 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 81.53 | 84.01 | 85.93 | 85.37 | 83.43 | 85.40 | 83.23 | 82.40 | 84.76 | 84.52 | 86.56 | 84.11 | 84.94 | 84.77 | 84.80 | 85.34 | 84.48 | 82.85 | 85.45 | 86.06 | 81.30 | 81.72 | 83.35 | 82.37 | 81.87 | 84.07 |
| 505 | 372 | 64 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.22 | 86.44 | 85.47 | 86.26 | 85.96 | 83.52 | 85.33 | 85.50 | 85.09 | 85.80 | 85.88 | 86.58 | 86.14 | 84.65 | 86.95 | 84.77 | 85.39 | 86.60 | 88.13 | 87.63 | 83.51 | 83.47 | 84.03 | 82.26 | 84.02 | 84.55 |
| 506 | 372 | 64 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 84.91 | 84.73 | 84.26 | 85.09 | 85.31 | 84.68 | 84.68 | 85.37 | 86.88 | 85.62 | 85.84 | 86.62 | 84.80 | 86.75 | 85.73 | 85.16 | 84.97 | 86.93 | 87.81 | 87.33 | 83.50 | 85.67 | 85.13 | 83.13 | 83.56 | 84.29 |
| 507 | 372 | 64 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 84.72 | 86.13 | 86.09 | 85.18 | 86.87 | 85.94 | 85.32 | 86.09 | 83.85 | 86.58 | 86.53 | 86.43 | 86.69 | 85.76 | 85.41 | 87.64 | 87.37 | 87.84 | 87.20 | 85.81 | 82.28 | 85.31 | 81.28 | 82.95 | 82.78 | 83.29 |
| 536 | 372 | 64 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 83.14 | 85.76 | 83.58 | 83.26 | 84.85 | 85.31 | 85.85 | 85.63 | 86.48 | 86.96 | 86.06 | 86.18 | 85.12 | 84.15 | 83.47 | 85.62 | 83.75 | 87.85 | 85.98 | 86.52 | 85.13 | 80.44 | 84.54 | 84.92 | 82.98 | 82.43 |
| 537 | 372 | 64 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 84.81 | 85.33 | 85.73 | 87.45 | 85.38 | 84.09 | 85.40 | 86.86 | 85.12 | 85.27 | 85.32 | 86.81 | 85.54 | 86.70 | 85.10 | 85.40 | 86.39 | 85.41 | 87.14 | 84.99 | 83.41 | 82.11 | 86.05 | 84.99 | 86.32 | 83.87 |
| 538 | 372 | 64 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 84.51 | 86.36 | 85.82 | 83.87 | 85.05 | 84.80 | 86.08 | 86.37 | 85.23 | 86.38 | 86.59 | 86.64 | 85.85 | 84.61 | 84.91 | 84.27 | 84.99 | 86.00 | 85.95 | 87.63 | 84.88 | 84.81 | 84.45 | 82.54 | 83.98 | 83.07 |
| 539 | 372 | 64 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.38 | 84.45 | 84.91 | 85.04 | 85.21 | 85.37 | 86.61 | 86.21 | 85.12 | 85.06 | 86.06 | 87.49 | 86.41 | 88.87 | 86.76 | 87.36 | 85.56 | 86.21 | 86.81 | 86.63 | 85.29 | 85.15 | 84.01 | 82.60 | 85.59 | 85.12 |
| 568 | 372 | 64 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 85.17 | 85.17 | 84.74 | 83.67 | 86.12 | 84.42 | 86.09 | 85.94 | 87.76 | 85.22 | 84.91 | 86.03 | 86.84 | 85.29 | 85.64 | 85.78 | 86.47 | 86.99 | 86.88 | 84.11 | 83.23 | 82.79 | 81.58 | 82.46 | 82.75 | 83.67 |
| 569 | 372 | 64 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 84.76 | 83.97 | 85.04 | 84.00 | 85.67 | 86.35 | 87.06 | 84.71 | 86.51 | 85.55 | 87.73 | 86.24 | 86.84 | 87.94 | 85.68 | 84.51 | 86.91 | 85.75 | 86.51 | 86.31 | 84.90 | 82.43 | 84.12 | 85.58 | 85.54 | 85.31 |
| 570 | 372 | 64 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 84.64 | 85.45 | 84.44 | 85.01 | 84.02 | 85.05 | 84.84 | 86.31 | 86.21 | 84.91 | 84.99 | 85.17 | 86.54 | 84.12 | 85.82 | 86.82 | 87.49 | 87.67 | 84.32 | 87.89 | 83.54 | 84.50 | 82.82 | 83.59 | 85.51 | 85.06 |
| 571 | 372 | 64 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 84.92 | 84.59 | 85.14 | 84.77 | 86.17 | 84.38 | 87.79 | 86.84 | 84.01 | 87.03 | 84.81 | 86.50 | 84.48 | 85.85 | 86.57 | 86.81 | 86.70 | 85.65 | 86.42 | 86.61 | 84.77 | 83.44 | 84.07 | 84.65 | 84.92 | 83.15 |
| 600 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.32 | 86.17 | 85.90 | 88.03 | 86.72 | 88.12 | 87.18 | 87.42 | 87.74 | 86.61 | 88.36 | 86.56 | 87.23 | 86.45 | 87.52 | 88.39 | 86.87 | 88.65 | 88.04 | 88.13 | 86.89 | 86.03 | 86.47 | 84.96 | 86.55 | 85.48 |
| 601 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.57 | 86.83 | 86.82 | 85.62 | 87.49 | 86.95 | 87.36 | 88.00 | 88.41 | 86.98 | 88.03 | 87.65 | 87.27 | 87.30 | 86.99 | 88.51 | 86.35 | 87.98 | 88.32 | 88.31 | 86.41 | 86.57 | 87.52 | 85.03 | 87.60 | 87.51 |
| 602 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.46 | 87.69 | 86.12 | 86.33 | 86.69 | 87.52 | 86.84 | 86.51 | 87.21 | 87.46 | 89.68 | 88.02 | 89.93 | 89.35 | 86.37 | 89.45 | 88.40 | 89.60 | 88.16 | 89.01 | 85.99 | 87.59 | 86.65 | 85.68 | 85.75 | 84.56 |
| 603 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.48 | 87.27 | 86.49 | 85.56 | 87.24 | 87.36 | 87.34 | 87.83 | 86.73 | 88.19 | 87.54 | 86.67 | 88.76 | 86.62 | 86.57 | 87.69 | 86.65 | 87.30 | 88.14 | 87.62 | 88.32 | 85.89 | 88.89 | 85.54 | 87.63 | 83.47 |
| 632 | 372 | 64 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 84.31 | 86.74 | 87.03 | 87.35 | 85.17 | 86.45 | 86.49 | 87.04 | 88.23 | 86.69 | 87.42 | 88.37 | 89.14 | 86.66 | 87.15 | 87.26 | 85.90 | 87.55 | 86.52 | 87.55 | 83.09 | 86.31 | 86.82 | 84.76 | 84.38 | 86.83 |
| 633 | 372 | 64 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.12 | 86.27 | 87.60 | 88.17 | 87.92 | 88.65 | 88.35 | 87.14 | 87.69 | 86.41 | 87.99 | 84.90 | 87.38 | 87.22 | 87.87 | 87.24 | 88.17 | 88.29 | 87.65 | 86.95 | 86.97 | 84.43 | 88.63 | 87.42 | 84.08 | 87.22 |
| 634 | 372 | 64 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.50 | 86.66 | 86.81 | 86.58 | 85.25 | 87.21 | 86.78 | 87.28 | 87.56 | 87.68 | 87.86 | 88.29 | 87.50 | 86.89 | 86.86 | 86.68 | 86.40 | 87.08 | 88.26 | 86.17 | 86.15 | 83.04 | 87.11 | 86.58 | 85.10 | 85.93 |
| 635 | 372 | 64 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.19 | 85.91 | 87.03 | 86.61 | 86.47 | 88.15 | 87.87 | 86.14 | 88.73 | 87.80 | 88.56 | 87.95 | 88.84 | 88.04 | 87.56 | 87.79 | 86.43 | 87.71 | 87.88 | 87.55 | 85.40 | 87.03 | 86.51 | 87.34 | 87.30 | 86.44 |
| 664 | 372 | 64 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.14 | 87.06 | 86.48 | 86.47 | 88.27 | 87.36 | 88.28 | 86.65 | 86.78 | 86.01 | 86.96 | 87.35 | 89.47 | 88.32 | 87.08 | 86.57 | 87.11 | 86.85 | 86.26 | 86.81 | 87.55 | 86.39 | 87.87 | 87.03 | 87.40 | 86.39 |
| 665 | 372 | 64 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.08 | 85.90 | 87.32 | 86.27 | 85.78 | 87.42 | 87.37 | 87.68 | 87.63 | 87.56 | 86.90 | 89.22 | 87.14 | 85.96 | 88.05 | 87.89 | 87.42 | 87.04 | 88.35 | 88.04 | 85.27 | 86.21 | 86.57 | 86.64 | 86.43 | 86.37 |
| 666 | 372 | 64 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.48 | 87.81 | 86.59 | 87.49 | 87.66 | 87.55 | 86.36 | 86.83 | 85.45 | 86.35 | 87.12 | 87.48 | 87.81 | 86.41 | 86.27 | 88.49 | 88.94 | 88.46 | 85.73 | 88.14 | 86.80 | 86.56 | 87.32 | 85.27 | 86.80 | 86.62 |
| 667 | 372 | 64 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 85.09 | 88.05 | 87.85 | 86.92 | 87.05 | 86.80 | 86.17 | 85.89 | 87.67 | 87.08 | 89.41 | 86.97 | 89.57 | 88.04 | 87.06 | 86.59 | 88.91 | 89.51 | 87.37 | 88.52 | 85.21 | 86.13 | 84.80 | 85.97 | 86.05 | 85.09 |
| 696 | 372 | 64 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.35 | 85.66 | 86.20 | 85.39 | 87.83 | 86.91 | 88.60 | 86.93 | 87.85 | 86.58 | 87.85 | 87.75 | 88.19 | 87.27 | 88.33 | 87.49 | 86.24 | 87.20 | 86.85 | 87.82 | 86.81 | 84.30 | 87.03 | 85.16 | 87.47 | 86.50 |
| 697 | 372 | 64 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.29 | 85.83 | 86.82 | 85.78 | 86.52 | 88.15 | 88.11 | 88.37 | 88.19 | 86.37 | 88.28 | 88.62 | 88.68 | 87.12 | 86.63 | 88.48 | 87.29 | 88.24 | 88.16 | 88.69 | 86.45 | 85.31 | 88.14 | 87.49 | 85.13 | 86.97 |
| 698 | 372 | 64 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.08 | 85.49 | 85.70 | 87.77 | 88.79 | 87.99 | 85.91 | 87.00 | 87.53 | 88.39 | 88.83 | 88.55 | 87.40 | 87.75 | 86.40 | 87.03 | 86.93 | 87.73 | 86.77 | 87.57 | 86.74 | 84.78 | 88.02 | 85.12 | 85.86 | 86.47 |
| 699 | 372 | 64 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 85.78 | 87.96 | 86.28 | 86.32 | 86.30 | 88.06 | 87.53 | 87.99 | 87.55 | 88.57 | 87.89 | 88.03 | 87.60 | 86.32 | 87.81 | 88.55 | 87.63 | 87.20 | 88.25 | 88.75 | 84.99 | 87.40 | 87.65 | 84.85 | 87.57 | 86.82 |
| 728 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.13 | 85.48 | 86.87 | 86.05 | 85.48 | 87.29 | 87.96 | 85.39 | 86.91 | 87.59 | 88.55 | 85.80 | 87.93 | 87.41 | 87.05 | 88.09 | 86.93 | 86.64 | 87.26 | 88.07 | 86.07 | 86.22 | 85.18 | 85.95 | 87.05 | 85.31 |
| 729 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.52 | 86.49 | 86.78 | 87.24 | 87.15 | 87.98 | 86.74 | 89.16 | 87.84 | 87.30 | 87.98 | 86.72 | 87.75 | 88.44 | 87.40 | 87.94 | 86.62 | 87.07 | 87.82 | 89.49 | 87.56 | 86.96 | 86.85 | 85.99 | 87.03 | 86.39 |
| 730 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.35 | 87.38 | 87.78 | 85.53 | 86.78 | 88.70 | 88.68 | 87.98 | 86.64 | 88.22 | 88.57 | 87.96 | 87.05 | 86.53 | 85.81 | 88.41 | 85.70 | 86.64 | 87.61 | 88.38 | 87.02 | 86.22 | 87.96 | 86.77 | 86.86 | 87.83 |
| 731 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.35 | 86.25 | 86.74 | 87.33 | 85.72 | 88.55 | 85.68 | 87.29 | 86.24 | 87.78 | 87.55 | 86.74 | 86.83 | 85.81 | 85.05 | 86.97 | 85.72 | 86.84 | 87.32 | 86.87 | 85.58 | 87.17 | 86.26 | 85.06 | 88.51 | 84.48 |
| 760 | 372 | 64 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 85.81 | 85.93 | 87.62 | 87.44 | 87.42 | 88.15 | 87.52 | 87.47 | 85.94 | 86.53 | 88.47 | 88.74 | 86.73 | 87.43 | 86.42 | 86.56 | 85.86 | 87.03 | 88.16 | 87.95 | 84.82 | 86.54 | 85.02 | 87.08 | 85.98 | 86.53 |
| 761 | 372 | 64 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.35 | 86.39 | 87.50 | 85.86 | 87.14 | 86.74 | 86.35 | 87.60 | 87.15 | 87.45 | 86.73 | 88.37 | 87.17 | 87.74 | 87.64 | 88.80 | 87.80 | 89.04 | 86.61 | 87.53 | 86.31 | 86.44 | 86.66 | 87.39 | 87.05 | 85.92 |
| 762 | 372 | 64 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.38 | 86.22 | 87.93 | 85.68 | 86.14 | 86.60 | 86.15 | 86.90 | 87.64 | 86.96 | 87.60 | 87.37 | 87.81 | 86.09 | 86.23 | 88.10 | 87.08 | 87.83 | 87.80 | 86.74 | 84.72 | 88.21 | 87.47 | 86.98 | 83.29 | 87.34 |
| 763 | 372 | 64 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.23 | 86.22 | 86.77 | 86.73 | 84.51 | 88.89 | 85.00 | 86.39 | 87.69 | 86.74 | 86.17 | 87.17 | 87.34 | 89.25 | 87.00 | 87.11 | 88.30 | 86.48 | 86.59 | 88.54 | 87.31 | 86.10 | 87.36 | 87.04 | 83.62 | 85.56 |
| 792 | 372 | 64 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.13 | 85.55 | 86.42 | 87.30 | 86.98 | 88.57 | 87.69 | 86.66 | 86.74 | 87.41 | 87.39 | 86.65 | 87.68 | 86.36 | 87.49 | 87.64 | 86.77 | 88.18 | 87.39 | 88.44 | 86.08 | 84.56 | 86.04 | 85.91 | 85.76 | 85.96 |
| 793 | 372 | 64 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.45 | 86.94 | 86.02 | 87.24 | 85.59 | 88.20 | 87.51 | 86.92 | 86.24 | 86.39 | 87.18 | 88.33 | 87.15 | 87.47 | 86.62 | 86.20 | 87.43 | 87.41 | 88.36 | 87.97 | 88.18 | 86.35 | 87.75 | 83.70 | 86.35 | 85.53 |
| 794 | 372 | 64 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.62 | 87.52 | 85.64 | 86.75 | 86.26 | 89.69 | 87.32 | 87.08 | 86.53 | 85.89 | 88.12 | 87.47 | 86.54 | 87.40 | 86.00 | 87.38 | 87.58 | 87.35 | 89.51 | 87.21 | 87.17 | 86.54 | 85.93 | 85.33 | 87.51 | 85.77 |
| 795 | 372 | 64 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.17 | 86.43 | 86.87 | 86.82 | 85.47 | 87.26 | 87.85 | 88.06 | 87.40 | 86.36 | 87.49 | 85.47 | 86.01 | 87.19 | 86.88 | 87.59 | 85.49 | 86.45 | 88.97 | 88.99 | 84.89 | 85.86 | 87.87 | 85.16 | 85.46 | 83.91 |
| 824 | 372 | 64 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.52 | 87.44 | 87.31 | 86.66 | 86.67 | 85.52 | 86.66 | 85.54 | 86.68 | 88.43 | 89.37 | 87.76 | 89.04 | 84.21 | 85.80 | 87.68 | 87.45 | 87.89 | 85.84 | 87.60 | 87.27 | 85.59 | 86.22 | 84.19 | 86.00 | 86.21 |
| 825 | 372 | 64 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.82 | 86.76 | 85.32 | 85.32 | 86.32 | 86.39 | 88.22 | 87.94 | 87.37 | 87.10 | 86.98 | 87.01 | 88.43 | 87.21 | 84.50 | 87.38 | 86.49 | 87.14 | 87.12 | 86.09 | 83.45 | 85.27 | 86.46 | 84.54 | 88.43 | 87.41 |
| 826 | 372 | 64 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.10 | 85.74 | 87.12 | 84.48 | 85.95 | 87.81 | 85.07 | 87.90 | 88.25 | 87.79 | 88.34 | 88.49 | 88.60 | 86.94 | 85.51 | 88.58 | 85.87 | 89.05 | 87.55 | 86.92 | 86.57 | 86.07 | 86.66 | 83.84 | 86.56 | 84.50 |
| 827 | 372 | 64 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.91 | 86.08 | 86.93 | 87.62 | 87.35 | 87.74 | 87.10 | 87.31 | 87.77 | 87.70 | 88.23 | 85.71 | 87.44 | 86.34 | 87.23 | 88.09 | 87.34 | 87.26 | 87.90 | 85.94 | 86.18 | 87.94 | 87.72 | 84.88 | 84.96 | 86.46 |
| 856 | 372 | 64 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.85 | 87.18 | 86.72 | 85.02 | 87.41 | 87.39 | 85.67 | 87.13 | 86.22 | 86.01 | 85.17 | 89.01 | 87.99 | 87.15 | 86.74 | 88.34 | 87.20 | 87.04 | 87.35 | 87.48 | 85.56 | 84.86 | 86.15 | 84.70 | 84.82 | 86.61 |
| 857 | 372 | 64 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 85.89 | 86.10 | 87.62 | 87.32 | 86.42 | 86.15 | 87.00 | 87.17 | 87.54 | 86.24 | 87.88 | 87.99 | 88.65 | 88.30 | 86.16 | 88.74 | 87.23 | 87.44 | 86.71 | 86.46 | 86.78 | 85.80 | 86.75 | 86.33 | 85.86 | 84.28 |
| 858 | 372 | 64 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 85.47 | 84.97 | 85.60 | 85.77 | 85.54 | 87.59 | 87.60 | 86.73 | 87.45 | 87.49 | 87.90 | 86.78 | 87.47 | 85.94 | 86.75 | 86.69 | 87.56 | 87.24 | 88.09 | 87.78 | 84.83 | 85.84 | 85.87 | 83.76 | 85.69 | 85.24 |
| 859 | 372 | 64 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 84.58 | 87.09 | 87.84 | 87.32 | 87.24 | 87.90 | 86.72 | 87.78 | 88.95 | 86.65 | 88.25 | 88.72 | 88.34 | 85.70 | 87.65 | 87.51 | 86.55 | 87.27 | 86.47 | 87.09 | 85.40 | 84.25 | 87.67 | 85.07 | 85.38 | 85.89 |
| 888 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.61 | 87.07 | 86.34 | 88.06 | 86.60 | 88.40 | 88.00 | 87.14 | 87.53 | 87.22 | 87.28 | 87.37 | 88.50 | 87.38 | 88.24 | 87.75 | 86.81 | 88.01 | 88.89 | 88.02 | 85.68 | 85.69 | 87.57 | 86.19 | 88.05 | 87.10 |
| 889 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.34 | 86.93 | 85.18 | 89.57 | 85.14 | 88.60 | 86.75 | 88.46 | 86.92 | 87.42 | 88.59 | 88.41 | 87.14 | 87.83 | 87.22 | 87.54 | 88.60 | 87.92 | 88.23 | 88.11 | 87.04 | 85.80 | 88.94 | 87.84 | 88.68 | 86.94 |
| 890 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.81 | 86.23 | 88.95 | 87.11 | 86.75 | 88.38 | 86.45 | 87.93 | 87.09 | 87.39 | 88.11 | 88.75 | 86.71 | 87.70 | 87.30 | 87.75 | 87.62 | 87.59 | 88.39 | 88.69 | 86.30 | 86.67 | 89.19 | 87.15 | 86.89 | 86.49 |
| 891 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.54 | 86.99 | 85.16 | 88.16 | 87.08 | 87.15 | 87.25 | 86.94 | 87.44 | 87.01 | 88.29 | 89.36 | 87.64 | 88.21 | 86.90 | 87.92 | 87.82 | 88.16 | 88.01 | 86.94 | 87.33 | 86.80 | 88.93 | 86.82 | 87.99 | 86.81 |
| 920 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.92 | 85.47 | 87.24 | 86.68 | 88.11 | 89.20 | 88.00 | 88.48 | 86.32 | 86.85 | 87.18 | 88.23 | 87.66 | 88.06 | 87.41 | 87.19 | 87.35 | 87.47 | 87.12 | 88.34 | 87.69 | 85.75 | 88.31 | 86.01 | 85.52 | 86.39 |
| 921 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.33 | 85.95 | 85.73 | 86.45 | 87.11 | 88.45 | 87.90 | 88.57 | 89.45 | 86.65 | 88.31 | 89.38 | 88.34 | 86.88 | 87.42 | 87.49 | 85.88 | 88.07 | 88.76 | 87.23 | 86.81 | 85.59 | 87.85 | 86.58 | 86.56 | 87.27 |
| 922 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.02 | 87.59 | 87.17 | 86.56 | 86.92 | 87.49 | 88.52 | 87.81 | 87.67 | 87.15 | 87.46 | 87.48 | 88.23 | 86.50 | 87.83 | 87.81 | 85.56 | 88.28 | 88.50 | 87.88 | 88.05 | 87.10 | 85.96 | 87.77 | 85.50 | 85.19 |
| 923 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.94 | 86.44 | 87.77 | 86.27 | 88.25 | 86.91 | 86.96 | 87.31 | 86.71 | 88.07 | 87.80 | 88.08 | 88.98 | 86.36 | 87.82 | 87.63 | 87.34 | 88.27 | 88.19 | 86.25 | 86.39 | 85.67 | 88.04 | 85.51 | 86.74 | 86.76 |
| 952 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.32 | 85.16 | 85.27 | 86.80 | 88.88 | 86.82 | 86.79 | 85.80 | 87.74 | 87.45 | 88.27 | 87.44 | 88.20 | 87.96 | 84.41 | 89.37 | 85.84 | 88.26 | 88.52 | 86.30 | 85.33 | 86.76 | 86.26 | 86.47 | 84.37 | 84.49 |
| 953 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.03 | 88.05 | 87.56 | 86.67 | 86.60 | 87.52 | 86.59 | 85.90 | 87.38 | 88.60 | 87.97 | 88.40 | 87.90 | 87.53 | 85.86 | 88.65 | 88.90 | 89.21 | 88.02 | 87.55 | 85.14 | 86.05 | 86.75 | 85.72 | 86.51 | 87.16 |
| 954 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 85.27 | 87.41 | 86.90 | 87.07 | 86.00 | 88.14 | 86.43 | 87.73 | 86.37 | 85.78 | 88.41 | 87.66 | 88.34 | 88.07 | 86.08 | 86.24 | 86.64 | 87.15 | 86.17 | 88.26 | 83.87 | 86.39 | 86.82 | 86.19 | 86.84 | 85.83 |
| 955 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.13 | 88.26 | 87.39 | 88.39 | 87.29 | 87.28 | 87.17 | 87.54 | 88.70 | 88.37 | 87.14 | 86.97 | 89.00 | 88.27 | 87.32 | 88.42 | 88.14 | 88.48 | 89.21 | 87.59 | 86.44 | 86.05 | 88.71 | 85.01 | 86.68 | 87.03 |
| 984 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.73 | 87.12 | 86.43 | 87.17 | 85.10 | 89.23 | 87.63 | 86.54 | 87.33 | 86.89 | 88.20 | 86.45 | 87.89 | 86.32 | 86.05 | 88.38 | 87.45 | 88.62 | 86.64 | 89.24 | 86.71 | 86.19 | 88.37 | 86.20 | 86.76 | 86.02 |
| 985 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 84.65 | 86.43 | 85.25 | 86.34 | 87.58 | 87.12 | 87.81 | 88.00 | 87.56 | 87.26 | 86.72 | 86.61 | 88.68 | 86.32 | 87.28 | 88.79 | 87.32 | 88.14 | 89.35 | 86.77 | 88.02 | 85.72 | 87.13 | 86.59 | 87.20 | 85.89 |
| 986 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.62 | 87.06 | 87.49 | 87.57 | 88.22 | 88.42 | 88.43 | 87.25 | 87.56 | 86.47 | 88.61 | 88.14 | 87.68 | 87.02 | 87.09 | 87.61 | 86.95 | 87.40 | 88.06 | 88.33 | 87.80 | 86.07 | 87.31 | 87.72 | 86.79 | 86.46 |
| 987 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.59 | 86.87 | 88.23 | 87.02 | 87.64 | 88.22 | 87.23 | 86.52 | 87.31 | 87.36 | 88.57 | 89.33 | 86.93 | 87.71 | 86.96 | 88.78 | 86.47 | 88.38 | 87.81 | 89.87 | 86.34 | 88.09 | 87.72 | 86.14 | 87.22 | 85.51 |
| 1016 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.05 | 87.07 | 86.67 | 87.32 | 86.79 | 87.60 | 86.71 | 88.87 | 88.32 | 86.64 | 88.11 | 87.65 | 87.09 | 87.96 | 87.87 | 88.55 | 86.44 | 87.55 | 87.30 | 86.99 | 88.50 | 86.30 | 87.19 | 84.85 | 88.06 | 87.75 |
| 1017 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.81 | 86.46 | 86.46 | 86.63 | 86.10 | 86.31 | 87.35 | 85.01 | 88.87 | 87.25 | 86.58 | 88.77 | 86.98 | 86.76 | 86.30 | 86.09 | 87.18 | 88.53 | 85.98 | 87.94 | 85.55 | 84.52 | 86.52 | 84.94 | 85.56 | 87.28 |
| 1018 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.71 | 87.59 | 86.85 | 87.52 | 88.11 | 87.74 | 87.97 | 86.35 | 86.43 | 86.91 | 87.42 | 89.11 | 87.97 | 86.83 | 87.18 | 88.08 | 86.63 | 88.22 | 87.66 | 88.77 | 85.13 | 86.28 | 85.03 | 85.22 | 88.35 | 86.90 |
| 1019 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.60 | 86.81 | 86.47 | 87.32 | 87.75 | 87.64 | 87.28 | 86.56 | 86.79 | 87.96 | 87.48 | 86.85 | 87.90 | 85.40 | 87.63 | 87.58 | 86.57 | 87.83 | 88.31 | 88.49 | 86.59 | 87.38 | 85.69 | 87.35 | 85.87 | 87.27 |
| 1048 | 372 | 64 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.86 | 86.19 | 86.87 | 86.80 | 85.22 | 86.60 | 87.80 | 87.55 | 87.54 | 88.20 | 88.04 | 87.86 | 86.86 | 88.80 | 85.83 | 87.51 | 86.30 | 86.46 | 86.97 | 87.57 | 86.20 | 87.14 | 86.39 | 85.64 | 84.71 | 86.89 |
| 1049 | 372 | 64 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.08 | 87.64 | 86.47 | 85.38 | 86.70 | 85.94 | 87.58 | 87.61 | 87.82 | 86.94 | 87.68 | 88.65 | 88.36 | 88.46 | 86.69 | 87.66 | 85.96 | 86.85 | 87.75 | 87.68 | 87.35 | 86.64 | 87.27 | 82.71 | 85.34 | 85.10 |
| 1050 | 372 | 64 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 85.72 | 86.46 | 86.53 | 84.60 | 84.27 | 88.14 | 86.92 | 87.07 | 87.97 | 87.16 | 87.66 | 88.05 | 86.28 | 86.90 | 87.09 | 87.64 | 87.98 | 87.39 | 87.54 | 86.95 | 85.46 | 84.12 | 86.64 | 84.33 | 88.07 | 85.34 |
| 1051 | 372 | 64 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.03 | 87.25 | 87.24 | 86.98 | 87.18 | 86.64 | 86.51 | 88.73 | 87.50 | 86.10 | 87.97 | 86.42 | 88.07 | 86.65 | 86.64 | 87.75 | 86.71 | 87.89 | 87.92 | 88.07 | 86.23 | 86.02 | 87.78 | 85.16 | 83.94 | 86.66 |
| 1080 | 372 | 64 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.47 | 86.33 | 86.64 | 84.97 | 85.89 | 87.37 | 86.57 | 88.09 | 86.42 | 87.24 | 88.92 | 87.55 | 86.44 | 88.35 | 86.49 | 87.20 | 87.40 | 85.84 | 87.18 | 88.46 | 85.57 | 85.12 | 85.98 | 85.49 | 85.94 | 86.45 |
| 1081 | 372 | 64 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.83 | 87.33 | 85.79 | 86.11 | 86.25 | 86.98 | 88.42 | 87.20 | 86.40 | 88.42 | 88.14 | 87.84 | 85.40 | 87.64 | 86.55 | 88.49 | 88.07 | 87.72 | 87.74 | 87.96 | 86.96 | 86.74 | 86.96 | 86.38 | 88.09 | 85.69 |
| 1082 | 372 | 64 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 85.41 | 87.36 | 86.19 | 87.23 | 86.17 | 86.79 | 87.53 | 86.86 | 88.60 | 88.22 | 87.40 | 87.86 | 88.23 | 86.58 | 85.62 | 88.23 | 87.61 | 87.61 | 87.51 | 87.64 | 84.77 | 86.47 | 87.90 | 83.20 | 87.58 | 86.03 |
| 1083 | 372 | 64 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.53 | 86.86 | 87.62 | 84.81 | 87.72 | 87.15 | 88.23 | 87.93 | 86.56 | 87.72 | 88.60 | 88.02 | 87.91 | 85.52 | 85.89 | 87.70 | 86.66 | 86.52 | 87.69 | 88.10 | 86.16 | 84.71 | 87.47 | 86.24 | 87.12 | 84.20 |
| 1112 | 372 | 64 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 85.95 | 87.70 | 87.33 | 86.51 | 85.83 | 87.61 | 86.04 | 86.61 | 86.85 | 88.18 | 87.66 | 88.03 | 86.74 | 85.94 | 86.84 | 86.40 | 86.53 | 87.26 | 88.36 | 87.62 | 85.13 | 86.32 | 86.83 | 85.70 | 85.21 | 86.30 |
| 1113 | 372 | 64 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.10 | 86.97 | 87.98 | 88.10 | 85.50 | 88.68 | 87.74 | 88.10 | 87.03 | 86.57 | 88.08 | 87.26 | 87.89 | 85.93 | 87.41 | 87.62 | 88.70 | 88.14 | 88.24 | 87.45 | 84.53 | 86.45 | 88.77 | 87.15 | 85.70 | 86.72 |
| 1114 | 372 | 64 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 84.50 | 85.83 | 86.19 | 86.92 | 87.65 | 87.47 | 87.07 | 87.39 | 87.12 | 87.00 | 87.99 | 86.85 | 87.91 | 88.84 | 85.97 | 86.97 | 87.34 | 87.52 | 89.24 | 87.93 | 86.40 | 86.95 | 86.55 | 85.16 | 85.67 | 87.60 |
| 1115 | 372 | 64 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.65 | 86.60 | 86.85 | 85.84 | 86.12 | 87.40 | 87.82 | 88.84 | 86.69 | 86.99 | 88.86 | 87.36 | 86.39 | 86.27 | 86.15 | 87.02 | 88.34 | 87.61 | 88.38 | 88.11 | 86.03 | 84.01 | 86.86 | 85.93 | 86.06 | 86.47 |
| 1144 | 372 | 64 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.59 | 88.02 | 84.84 | 85.56 | 85.97 | 86.30 | 86.78 | 86.22 | 88.74 | 86.09 | 87.22 | 87.25 | 87.24 | 86.20 | 85.18 | 88.19 | 86.69 | 88.14 | 87.86 | 87.30 | 83.81 | 85.42 | 83.36 | 86.07 | 85.94 | 87.45 |
| 1145 | 372 | 64 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 85.83 | 86.09 | 87.55 | 85.52 | 86.92 | 86.45 | 85.29 | 86.11 | 85.38 | 87.59 | 87.49 | 86.79 | 87.96 | 87.72 | 85.21 | 88.57 | 85.52 | 88.06 | 86.92 | 89.42 | 83.79 | 85.57 | 85.34 | 85.37 | 85.82 | 86.17 |
| 1146 | 372 | 64 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 85.42 | 86.95 | 86.35 | 84.72 | 85.73 | 87.29 | 87.38 | 87.18 | 86.70 | 85.83 | 86.90 | 86.43 | 86.51 | 87.15 | 87.08 | 87.03 | 86.67 | 87.85 | 86.90 | 87.87 | 86.64 | 85.32 | 86.61 | 84.46 | 86.05 | 85.44 |
| 1147 | 372 | 64 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 85.20 | 87.28 | 86.30 | 84.69 | 85.53 | 86.44 | 87.37 | 87.65 | 86.86 | 86.32 | 88.87 | 88.13 | 88.33 | 86.13 | 86.19 | 88.06 | 87.54 | 88.02 | 86.20 | 87.65 | 85.66 | 86.06 | 85.79 | 86.58 | 86.82 | 86.06 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 24 | 372 | 64 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.09 | 87.96 | 73.94 | 85.93 | 85.75 | 85.38 | 86.64 | 88.18 | 86.94 | 88.14 | 87.19 | 88.80 | 85.98 | 88.76 | 85.92 | 82.91 | 87.24 | 87.10 | 86.57 | 85.75 | 85.83 | 85.28 | 84.40 | 85.99 | 86.25 | 82.45 |
| 25 | 372 | 64 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.20 | 88.01 | 89.13 | 89.13 | 87.71 | 87.46 | 90.50 | 87.09 | 87.28 | 87.76 | 89.02 | 85.76 | 88.67 | 88.42 | 86.68 | 89.49 | 88.47 | 89.15 | 87.74 | 88.38 | 85.98 | 86.24 | 88.68 | 86.65 | 86.27 | 86.37 |
| 26 | 372 | 64 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.47 | 85.99 | 88.68 | 86.77 | 85.50 | 87.34 | 86.49 | 86.37 | 89.78 | 86.44 | 87.16 | 87.08 | 89.18 | 85.83 | 89.07 | 88.69 | 87.14 | 87.44 | 88.03 | 86.05 | 86.81 | 88.17 | 85.63 | 86.51 | 88.94 | 87.29 |
| 27 | 372 | 64 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.12 | 87.35 | 88.61 | 89.69 | 86.22 | 89.65 | 86.17 | 87.48 | 89.12 | 87.21 | 86.64 | 88.76 | 88.76 | 89.73 | 83.72 | 89.81 | 88.27 | 90.08 | 87.23 | 87.16 | 86.65 | 83.79 | 85.47 | 89.17 | 87.20 | 86.56 |
| 56 | 372 | 64 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.93 | 86.71 | 85.48 | 87.97 | 87.02 | 88.11 | 88.20 | 85.69 | 87.45 | 88.06 | 87.76 | 87.78 | 89.15 | 87.26 | 86.13 | 87.83 | 86.04 | 87.01 | 87.15 | 86.51 | 85.51 | 86.52 | 87.06 | 85.28 | 87.03 | 85.11 |
| 57 | 372 | 64 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.80 | 88.26 | 89.29 | 88.30 | 89.34 | 90.56 | 88.91 | 87.67 | 87.81 | 88.18 | 89.05 | 87.84 | 88.12 | 88.82 | 88.36 | 91.34 | 90.06 | 90.39 | 88.11 | 88.33 | 86.67 | 89.43 | 87.29 | 89.19 | 85.05 | 88.11 |
| 58 | 372 | 64 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.25 | 90.26 | 87.71 | 88.55 | 87.22 | 86.45 | 87.63 | 87.36 | 85.59 | 89.40 | 88.37 | 89.65 | 88.28 | 85.66 | 87.26 | 89.95 | 88.21 | 89.79 | 88.85 | 90.52 | 88.31 | 86.36 | 88.29 | 86.51 | 87.99 | 86.86 |
| 59 | 372 | 64 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.40 | 90.07 | 88.69 | 86.04 | 88.61 | 89.14 | 86.77 | 88.75 | 90.41 | 88.61 | 90.46 | 88.57 | 88.16 | 89.92 | 89.05 | 91.59 | 88.21 | 86.50 | 92.33 | 88.18 | 87.12 | 85.48 | 88.24 | 87.98 | 88.91 | 86.29 |
| 88 | 372 | 64 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.29 | 88.39 | 84.97 | 87.03 | 85.36 | 87.16 | 88.76 | 87.69 | 87.75 | 89.63 | 89.76 | 86.84 | 90.46 | 88.85 | 87.18 | 89.31 | 90.30 | 89.51 | 90.89 | 88.64 | 86.11 | 86.10 | 87.64 | 90.08 | 88.84 | 86.82 |
| 89 | 372 | 64 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.33 | 86.94 | 89.77 | 87.41 | 90.25 | 90.23 | 91.13 | 89.58 | 90.07 | 86.63 | 88.66 | 87.14 | 92.12 | 88.13 | 88.79 | 89.06 | 89.56 | 89.75 | 89.62 | 87.84 | 88.32 | 89.69 | 88.86 | 88.44 | 86.48 | 90.98 |
| 90 | 372 | 64 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.39 | 87.51 | 86.79 | 86.79 | 89.48 | 86.74 | 88.55 | 84.86 | 87.82 | 89.55 | 86.02 | 88.56 | 88.79 | 89.20 | 86.13 | 89.67 | 88.12 | 88.09 | 87.97 | 88.29 | 88.56 | 88.23 | 87.45 | 86.57 | 86.51 | 87.45 |
| 91 | 372 | 64 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.87 | 88.60 | 87.02 | 87.40 | 88.19 | 87.69 | 86.89 | 86.68 | 89.81 | 87.59 | 87.78 | 89.32 | 90.29 | 86.83 | 88.42 | 91.42 | 89.89 | 89.39 | 88.01 | 89.96 | 85.84 | 88.42 | 88.20 | 87.78 | 87.33 | 89.95 |
| 120 | 372 | 64 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.40 | 87.81 | 88.01 | 85.71 | 85.30 | 86.12 | 86.69 | 86.48 | 88.37 | 86.57 | 88.09 | 85.82 | 87.35 | 86.15 | 86.02 | 86.92 | 88.66 | 87.04 | 86.54 | 87.80 | 87.33 | 88.43 | 88.38 | 85.76 | 88.97 | 86.03 |
| 121 | 372 | 64 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.24 | 86.71 | 89.68 | 87.74 | 86.85 | 89.01 | 87.78 | 89.31 | 88.32 | 87.40 | 86.40 | 89.68 | 90.56 | 89.37 | 86.74 | 90.78 | 88.58 | 86.84 | 87.19 | 88.97 | 87.87 | 88.68 | 88.69 | 89.69 | 88.37 | 88.70 |
| 122 | 372 | 64 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.04 | 86.89 | 87.91 | 87.75 | 87.04 | 87.44 | 85.85 | 87.35 | 88.69 | 88.58 | 87.63 | 85.65 | 87.36 | 88.20 | 88.67 | 91.19 | 87.48 | 88.42 | 89.41 | 89.05 | 87.91 | 88.66 | 89.54 | 87.62 | 86.47 | 87.17 |
| 123 | 372 | 64 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.06 | 89.76 | 87.94 | 88.38 | 88.13 | 88.17 | 89.45 | 89.28 | 88.31 | 88.44 | 85.88 | 86.99 | 89.91 | 89.59 | 87.81 | 89.63 | 88.69 | 90.55 | 87.23 | 87.38 | 88.88 | 88.17 | 89.50 | 87.47 | 87.85 | 86.47 |
| 152 | 372 | 64 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.95 | 87.66 | 88.43 | 86.24 | 87.37 | 87.85 | 87.83 | 90.10 | 88.48 | 88.88 | 87.54 | 88.93 | 88.79 | 87.87 | 87.78 | 89.46 | 90.02 | 90.43 | 88.16 | 88.57 | 86.38 | 87.88 | 86.04 | 85.97 | 89.33 | 89.35 |
| 153 | 372 | 64 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.72 | 89.28 | 88.42 | 88.25 | 88.62 | 87.70 | 88.29 | 88.39 | 92.45 | 89.58 | 88.57 | 89.48 | 90.95 | 88.97 | 87.86 | 88.71 | 89.44 | 88.66 | 91.06 | 90.39 | 88.24 | 89.42 | 89.99 | 87.54 | 86.27 | 88.00 |
| 154 | 372 | 64 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.09 | 89.81 | 90.56 | 88.56 | 89.09 | 86.43 | 90.85 | 89.29 | 89.28 | 89.79 | 90.25 | 88.22 | 90.36 | 89.12 | 88.65 | 90.11 | 89.23 | 87.90 | 90.60 | 90.14 | 90.14 | 90.23 | 90.95 | 89.02 | 88.84 | 88.11 |
| 155 | 372 | 64 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.47 | 89.15 | 88.93 | 87.74 | 87.38 | 87.25 | 87.29 | 88.35 | 88.62 | 88.04 | 86.67 | 86.84 | 87.56 | 90.51 | 88.35 | 88.25 | 88.47 | 88.25 | 85.11 | 87.16 | 88.98 | 85.93 | 87.56 | 87.76 | 86.18 | 86.84 |
| 184 | 372 | 64 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.57 | 89.41 | 89.71 | 87.90 | 85.03 | 86.70 | 88.87 | 87.13 | 88.90 | 88.73 | 90.09 | 88.35 | 91.50 | 88.39 | 86.99 | 90.24 | 89.59 | 86.69 | 89.29 | 87.06 | 87.78 | 89.35 | 89.36 | 88.79 | 87.94 | 87.61 |
| 185 | 372 | 64 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.24 | 90.06 | 91.87 | 87.92 | 88.92 | 89.32 | 90.96 | 87.02 | 87.32 | 89.42 | 87.70 | 88.99 | 90.10 | 89.26 | 90.12 | 90.90 | 90.42 | 89.61 | 88.10 | 89.97 | 88.55 | 87.66 | 90.16 | 87.40 | 87.75 | 85.97 |
| 186 | 372 | 64 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.44 | 86.38 | 90.25 | 87.18 | 87.46 | 87.66 | 90.68 | 88.83 | 89.74 | 89.68 | 89.84 | 87.40 | 90.59 | 91.05 | 88.94 | 89.92 | 89.69 | 91.40 | 88.07 | 89.38 | 87.92 | 88.27 | 89.29 | 89.10 | 87.91 | 86.44 |
| 187 | 372 | 64 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.64 | 88.52 | 89.69 | 89.62 | 88.39 | 88.46 | 89.71 | 89.05 | 88.61 | 88.46 | 89.42 | 89.54 | 90.13 | 88.74 | 88.44 | 89.15 | 88.22 | 88.51 | 88.71 | 88.74 | 89.12 | 87.75 | 89.04 | 87.65 | 87.94 | 88.86 |
| 216 | 372 | 64 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.73 | 87.27 | 88.70 | 85.94 | 86.07 | 85.86 | 87.39 | 87.71 | 88.22 | 89.05 | 88.35 | 87.50 | 88.31 | 88.22 | 88.02 | 88.62 | 88.57 | 86.28 | 87.59 | 88.38 | 88.23 | 87.87 | 91.34 | 87.91 | 87.81 | 86.50 |
| 217 | 372 | 64 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.55 | 87.46 | 88.58 | 88.10 | 87.61 | 88.46 | 88.07 | 91.24 | 89.51 | 89.50 | 89.73 | 89.30 | 88.91 | 90.53 | 88.37 | 89.67 | 87.42 | 88.91 | 89.98 | 89.06 | 88.54 | 89.17 | 90.67 | 88.69 | 89.11 | 88.60 |
| 218 | 372 | 64 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.31 | 88.35 | 87.71 | 86.46 | 90.27 | 87.01 | 90.37 | 87.39 | 91.18 | 87.94 | 88.49 | 87.02 | 90.30 | 89.08 | 87.71 | 86.85 | 89.51 | 89.01 | 88.83 | 88.39 | 87.79 | 87.78 | 89.33 | 86.60 | 89.71 | 89.37 |
| 219 | 372 | 64 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.95 | 89.55 | 87.00 | 87.53 | 90.29 | 87.93 | 88.84 | 88.39 | 90.00 | 90.01 | 86.45 | 89.07 | 90.46 | 89.06 | 89.33 | 88.59 | 87.66 | 88.53 | 91.07 | 90.42 | 89.90 | 89.49 | 89.49 | 88.38 | 88.35 | 89.30 |
| 248 | 372 | 64 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.80 | 88.40 | 89.31 | 87.24 | 90.16 | 89.04 | 87.54 | 88.88 | 89.43 | 89.95 | 86.99 | 87.19 | 88.52 | 88.03 | 88.44 | 90.08 | 88.77 | 90.06 | 89.68 | 89.97 | 87.64 | 87.61 | 88.67 | 87.65 | 86.46 | 88.32 |
| 249 | 372 | 64 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.11 | 89.99 | 90.64 | 88.13 | 89.53 | 87.18 | 89.91 | 90.84 | 90.41 | 87.78 | 89.16 | 87.62 | 91.31 | 89.94 | 88.43 | 89.28 | 91.10 | 91.19 | 92.14 | 88.90 | 88.32 | 89.82 | 89.81 | 89.01 | 89.86 | 89.01 |
| 250 | 372 | 64 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.92 | 88.96 | 89.07 | 88.46 | 88.71 | 86.63 | 87.85 | 88.84 | 91.03 | 89.72 | 90.06 | 88.15 | 89.71 | 91.07 | 89.64 | 89.99 | 89.96 | 89.75 | 88.70 | 87.90 | 90.69 | 88.94 | 90.24 | 88.03 | 88.82 | 87.62 |
| 251 | 372 | 64 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.28 | 88.72 | 89.01 | 86.26 | 89.07 | 88.71 | 87.70 | 89.52 | 90.35 | 87.89 | 88.17 | 88.61 | 89.28 | 87.83 | 89.71 | 89.49 | 89.13 | 90.15 | 89.36 | 88.89 | 89.63 | 89.11 | 89.25 | 86.88 | 86.35 | 87.98 |
| 280 | 372 | 64 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.05 | 89.31 | 89.34 | 87.93 | 89.06 | 88.81 | 90.47 | 89.13 | 90.03 | 89.83 | 89.75 | 90.57 | 89.71 | 88.33 | 87.60 | 89.27 | 87.88 | 90.22 | 89.53 | 89.19 | 88.24 | 86.20 | 89.43 | 86.98 | 88.54 | 87.37 |
| 281 | 372 | 64 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.67 | 89.25 | 89.36 | 88.50 | 89.33 | 87.43 | 85.89 | 89.00 | 89.28 | 89.76 | 88.45 | 87.34 | 88.46 | 89.65 | 88.64 | 89.63 | 89.11 | 91.38 | 90.84 | 90.30 | 88.75 | 86.63 | 91.11 | 86.98 | 88.47 | 87.69 |
| 282 | 372 | 64 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.65 | 89.82 | 89.89 | 89.55 | 88.78 | 88.72 | 89.35 | 89.27 | 89.26 | 87.68 | 90.52 | 87.51 | 90.56 | 88.74 | 89.44 | 89.78 | 89.11 | 91.14 | 90.37 | 87.45 | 90.06 | 87.34 | 88.11 | 86.71 | 88.28 | 86.28 |
| 283 | 372 | 64 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.36 | 89.63 | 89.13 | 88.81 | 88.87 | 88.83 | 89.01 | 90.00 | 91.20 | 89.66 | 89.86 | 88.88 | 89.08 | 87.25 | 87.64 | 90.77 | 91.69 | 91.14 | 89.21 | 91.09 | 87.53 | 87.21 | 89.91 | 88.08 | 87.17 | 89.97 |
| 312 | 372 | 64 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.74 | 86.33 | 88.82 | 87.90 | 87.40 | 84.32 | 85.64 | 85.94 | 85.77 | 86.14 | 88.58 | 87.58 | 87.39 | 87.46 | 86.68 | 89.23 | 89.02 | 87.38 | 89.88 | 89.27 | 87.45 | 85.83 | 88.45 | 85.87 | 88.72 | 86.19 |
| 313 | 372 | 64 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.45 | 87.11 | 88.40 | 87.18 | 88.36 | 86.70 | 87.40 | 88.78 | 85.76 | 87.92 | 87.09 | 88.02 | 88.86 | 87.23 | 87.04 | 89.98 | 90.45 | 86.95 | 89.73 | 88.34 | 87.39 | 89.60 | 86.77 | 86.45 | 87.47 | 86.95 |
| 314 | 372 | 64 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.57 | 87.19 | 87.97 | 85.98 | 83.79 | 87.37 | 86.09 | 86.85 | 89.09 | 88.79 | 87.40 | 88.40 | 90.50 | 88.58 | 85.59 | 88.53 | 87.14 | 87.12 | 88.40 | 87.81 | 87.38 | 88.30 | 88.52 | 87.76 | 87.11 | 86.78 |
| 315 | 372 | 64 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.16 | 89.44 | 88.87 | 88.29 | 88.30 | 87.79 | 89.16 | 90.27 | 90.11 | 89.44 | 87.99 | 88.79 | 89.07 | 88.88 | 89.41 | 89.32 | 89.04 | 88.96 | 90.06 | 88.47 | 87.45 | 88.53 | 88.57 | 88.37 | 86.91 | 87.38 |
| 344 | 372 | 64 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.51 | 81.55 | 87.64 | 84.38 | 87.15 | 85.83 | 87.57 | 85.81 | 87.81 | 90.04 | 88.78 | 87.67 | 88.03 | 87.33 | 85.49 | 89.50 | 88.36 | 88.87 | 90.84 | 89.13 | 86.91 | 86.45 | 88.67 | 82.18 | 86.73 | 84.52 |
| 345 | 372 | 64 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.89 | 87.91 | 89.50 | 90.15 | 87.06 | 89.15 | 89.50 | 88.00 | 89.39 | 86.36 | 88.55 | 89.09 | 90.52 | 88.35 | 89.50 | 88.75 | 89.74 | 87.92 | 88.75 | 89.39 | 88.41 | 86.92 | 89.02 | 88.61 | 89.61 | 87.92 |
| 346 | 372 | 64 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.64 | 89.11 | 86.73 | 89.94 | 88.47 | 89.10 | 89.01 | 88.51 | 88.86 | 90.40 | 89.23 | 88.60 | 90.46 | 88.81 | 87.36 | 88.55 | 88.45 | 89.53 | 88.26 | 87.56 | 88.04 | 86.91 | 87.42 | 88.66 | 88.70 | 88.15 |
| 347 | 372 | 64 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.13 | 88.14 | 87.03 | 85.44 | 88.22 | 85.25 | 86.30 | 88.63 | 87.90 | 87.34 | 88.66 | 87.44 | 88.98 | 89.21 | 88.96 | 89.88 | 88.53 | 89.61 | 87.78 | 87.31 | 87.75 | 87.25 | 90.22 | 86.01 | 84.87 | 86.24 |
| 376 | 372 | 64 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.99 | 87.04 | 88.94 | 86.80 | 84.36 | 88.12 | 85.24 | 88.83 | 89.88 | 89.71 | 87.42 | 88.61 | 86.51 | 88.24 | 88.29 | 87.68 | 86.43 | 88.17 | 89.96 | 86.80 | 87.53 | 86.33 | 87.67 | 86.37 | 88.31 | 89.06 |
| 377 | 372 | 64 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.86 | 87.93 | 87.82 | 85.50 | 88.36 | 87.80 | 88.51 | 86.19 | 89.63 | 89.46 | 90.67 | 88.08 | 91.29 | 88.70 | 88.19 | 91.20 | 89.48 | 90.27 | 87.88 | 88.53 | 88.55 | 88.83 | 87.78 | 88.66 | 88.48 | 86.96 |
| 378 | 372 | 64 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.38 | 88.18 | 90.56 | 88.11 | 87.18 | 87.61 | 87.82 | 88.30 | 91.25 | 89.90 | 89.39 | 89.31 | 90.03 | 89.06 | 90.26 | 88.65 | 87.87 | 91.31 | 89.39 | 90.85 | 87.40 | 87.24 | 89.49 | 87.52 | 87.71 | 86.94 |
| 379 | 372 | 64 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.11 | 89.38 | 88.44 | 88.75 | 89.40 | 88.29 | 87.90 | 89.09 | 90.38 | 87.68 | 86.44 | 88.90 | 89.99 | 89.91 | 88.60 | 88.73 | 89.62 | 88.23 | 90.95 | 90.48 | 88.69 | 88.06 | 89.80 | 86.53 | 90.02 | 89.51 |
| 408 | 372 | 64 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.15 | 86.91 | 87.12 | 85.21 | 88.31 | 84.93 | 87.39 | 85.68 | 88.75 | 19.58 | 87.89 | 86.46 | 86.07 | 88.72 | 87.30 | 86.95 | 87.97 | 88.23 | 19.58 | 85.99 | 86.56 | 86.72 | 88.61 | 88.36 | 85.30 | 84.86 |
| 409 | 372 | 64 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.91 | 88.13 | 88.43 | 87.88 | 88.49 | 87.57 | 88.75 | 87.45 | 87.26 | 86.81 | 87.19 | 87.16 | 89.06 | 89.50 | 87.47 | 89.61 | 88.82 | 88.70 | 87.94 | 89.88 | 87.28 | 88.27 | 88.95 | 86.66 | 90.05 | 88.53 |
| 410 | 372 | 64 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.85 | 86.55 | 87.34 | 86.58 | 84.96 | 87.12 | 84.69 | 88.34 | 87.68 | 85.84 | 85.76 | 87.46 | 85.81 | 85.43 | 84.85 | 87.76 | 90.25 | 82.83 | 87.12 | 87.84 | 88.50 | 87.43 | 88.77 | 84.40 | 86.00 | 83.38 |
| 411 | 372 | 64 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.00 | 87.20 | 89.22 | 89.41 | 87.15 | 88.65 | 89.60 | 89.23 | 88.54 | 87.52 | 88.07 | 88.24 | 88.14 | 89.97 | 88.67 | 89.22 | 91.44 | 87.11 | 88.64 | 90.35 | 90.51 | 86.47 | 90.07 | 89.56 | 86.40 | 88.92 |
| 440 | 372 | 64 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.47 | 89.58 | 89.31 | 87.22 | 87.10 | 86.96 | 87.87 | 88.98 | 87.51 | 88.67 | 86.92 | 87.90 | 90.24 | 89.34 | 87.55 | 89.75 | 88.77 | 85.61 | 89.88 | 88.61 | 87.03 | 87.01 | 89.88 | 87.89 | 88.78 | 88.26 |
| 441 | 372 | 64 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.00 | 87.99 | 86.16 | 90.01 | 86.43 | 88.41 | 89.77 | 88.54 | 87.60 | 87.59 | 90.93 | 88.02 | 87.56 | 88.83 | 90.18 | 89.06 | 88.36 | 89.29 | 91.15 | 91.56 | 87.08 | 87.30 | 87.50 | 89.04 | 86.63 | 88.37 |
| 442 | 372 | 64 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.23 | 88.11 | 89.99 | 87.18 | 90.30 | 86.74 | 88.40 | 89.41 | 89.53 | 90.11 | 89.14 | 87.20 | 91.93 | 90.10 | 88.56 | 91.24 | 88.14 | 88.96 | 89.53 | 88.40 | 87.59 | 88.91 | 88.09 | 88.07 | 89.82 | 88.36 |
| 443 | 372 | 64 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.07 | 88.33 | 90.26 | 89.53 | 89.24 | 88.70 | 89.15 | 87.82 | 89.78 | 89.41 | 90.20 | 89.41 | 89.68 | 91.24 | 87.91 | 90.38 | 87.95 | 87.60 | 90.73 | 89.50 | 88.76 | 88.38 | 90.19 | 88.54 | 88.63 | 87.80 |
| 472 | 372 | 64 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.75 | 89.47 | 89.41 | 88.85 | 86.57 | 86.66 | 89.91 | 89.03 | 87.88 | 88.06 | 90.06 | 89.28 | 87.10 | 90.32 | 86.76 | 90.46 | 90.76 | 90.33 | 90.64 | 90.20 | 87.34 | 88.07 | 88.57 | 86.98 | 86.58 | 86.77 |
| 473 | 372 | 64 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.38 | 91.12 | 90.64 | 88.18 | 88.23 | 89.56 | 89.92 | 90.05 | 91.89 | 89.89 | 88.23 | 88.85 | 88.61 | 89.08 | 88.45 | 90.30 | 90.40 | 89.08 | 90.05 | 88.39 | 90.45 | 87.17 | 89.34 | 89.35 | 88.44 | 86.36 |
| 474 | 372 | 64 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.00 | 88.84 | 89.60 | 89.76 | 89.52 | 89.77 | 88.67 | 88.05 | 89.03 | 89.35 | 88.13 | 88.91 | 90.70 | 88.88 | 88.96 | 90.56 | 90.06 | 89.04 | 89.64 | 88.44 | 88.03 | 88.19 | 88.94 | 86.84 | 86.80 | 87.57 |
| 475 | 372 | 64 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.12 | 86.98 | 90.15 | 88.30 | 89.23 | 89.30 | 87.75 | 86.38 | 88.25 | 88.56 | 88.88 | 87.16 | 90.31 | 87.05 | 86.72 | 87.80 | 89.37 | 89.45 | 89.97 | 89.75 | 87.64 | 89.16 | 87.46 | 88.07 | 87.08 | 88.93 |
| 504 | 372 | 64 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 83.53 | 86.82 | 88.35 | 88.13 | 86.76 | 86.40 | 86.00 | 85.54 | 85.48 | 85.94 | 89.84 | 85.43 | 88.03 | 87.17 | 84.90 | 88.86 | 88.10 | 83.57 | 88.99 | 86.85 | 86.99 | 87.04 | 89.09 | 86.74 | 86.69 | 85.73 |
| 505 | 372 | 64 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 90.14 | 88.03 | 89.04 | 89.69 | 88.48 | 85.57 | 89.43 | 88.54 | 90.08 | 90.18 | 90.53 | 85.74 | 89.12 | 87.10 | 87.85 | 89.77 | 88.90 | 91.16 | 90.97 | 89.14 | 90.32 | 87.22 | 90.58 | 87.68 | 90.65 | 89.47 |
| 506 | 372 | 64 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.66 | 88.15 | 86.77 | 87.39 | 87.07 | 87.74 | 84.42 | 84.85 | 87.53 | 88.15 | 88.56 | 87.69 | 86.96 | 88.95 | 88.37 | 85.75 | 87.83 | 88.03 | 89.75 | 89.83 | 87.73 | 86.01 | 90.36 | 88.23 | 87.22 | 87.44 |
| 507 | 372 | 64 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.13 | 87.90 | 88.39 | 86.18 | 88.52 | 86.65 | 84.57 | 87.81 | 88.83 | 86.69 | 88.75 | 86.16 | 89.74 | 87.68 | 87.08 | 89.47 | 87.25 | 88.30 | 90.67 | 88.95 | 87.66 | 90.32 | 84.86 | 86.89 | 85.17 | 86.40 |
| 536 | 372 | 64 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.77 | 88.84 | 89.52 | 88.02 | 90.45 | 88.09 | 90.85 | 88.35 | 89.62 | 89.66 | 90.09 | 88.48 | 88.69 | 88.98 | 84.77 | 89.29 | 87.47 | 89.16 | 89.97 | 89.46 | 90.52 | 84.29 | 88.84 | 89.20 | 86.97 | 87.00 |
| 537 | 372 | 64 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.02 | 87.85 | 88.64 | 89.66 | 87.80 | 86.86 | 83.49 | 90.47 | 89.95 | 88.88 | 90.62 | 89.20 | 90.88 | 90.66 | 89.47 | 88.64 | 90.78 | 91.05 | 90.29 | 89.99 | 90.16 | 87.59 | 90.41 | 88.10 | 90.31 | 86.17 |
| 538 | 372 | 64 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 90.26 | 91.09 | 88.86 | 86.28 | 87.20 | 86.74 | 89.89 | 88.24 | 87.84 | 89.75 | 88.37 | 86.76 | 88.40 | 87.26 | 87.65 | 88.33 | 87.69 | 90.09 | 89.38 | 89.59 | 89.48 | 89.21 | 87.46 | 87.64 | 88.59 | 88.03 |
| 539 | 372 | 64 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 92.36 | 88.31 | 89.98 | 87.39 | 87.82 | 88.99 | 89.29 | 88.41 | 88.39 | 89.54 | 90.75 | 89.59 | 89.78 | 90.67 | 88.38 | 90.79 | 91.90 | 89.65 | 90.64 | 90.39 | 91.47 | 89.55 | 89.77 | 87.98 | 89.35 | 88.46 |
| 568 | 372 | 64 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 90.66 | 89.82 | 89.67 | 88.58 | 90.95 | 87.29 | 90.47 | 88.74 | 89.65 | 89.98 | 87.12 | 88.55 | 90.47 | 90.41 | 87.73 | 91.25 | 90.87 | 89.68 | 89.40 | 89.27 | 89.29 | 87.74 | 88.37 | 86.71 | 87.19 | 88.51 |
| 569 | 372 | 64 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 90.02 | 88.34 | 88.96 | 85.81 | 89.99 | 88.84 | 90.24 | 88.83 | 88.36 | 90.70 | 88.30 | 89.02 | 87.26 | 89.25 | 87.71 | 88.00 | 90.69 | 90.83 | 89.02 | 89.56 | 88.31 | 88.32 | 89.75 | 88.03 | 88.32 | 87.07 |
| 570 | 372 | 64 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.31 | 90.38 | 90.24 | 87.31 | 88.62 | 86.21 | 89.59 | 90.00 | 89.35 | 87.54 | 88.95 | 88.90 | 89.95 | 89.01 | 89.56 | 90.29 | 89.84 | 90.69 | 87.62 | 90.21 | 90.50 | 88.99 | 90.78 | 87.73 | 87.87 | 88.74 |
| 571 | 372 | 64 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.90 | 88.03 | 92.35 | 89.02 | 89.08 | 87.93 | 90.71 | 89.40 | 88.90 | 87.93 | 89.54 | 89.57 | 89.17 | 88.09 | 90.79 | 90.86 | 89.81 | 89.66 | 88.78 | 88.83 | 89.98 | 87.74 | 89.18 | 89.33 | 89.19 | 86.49 |
| 600 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.06 | 88.95 | 84.23 | 87.30 | 88.58 | 88.64 | 88.16 | 90.29 | 88.37 | 88.47 | 89.50 | 86.58 | 87.55 | 91.08 | 88.12 | 90.58 | 86.90 | 88.91 | 90.52 | 89.13 | 88.74 | 88.72 | 88.85 | 86.03 | 89.05 | 86.99 |
| 601 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.71 | 90.58 | 87.46 | 86.90 | 88.52 | 88.86 | 89.31 | 89.57 | 89.31 | 86.87 | 89.73 | 87.70 | 89.36 | 89.32 | 88.71 | 88.53 | 87.75 | 87.36 | 90.35 | 88.84 | 87.64 | 88.39 | 88.70 | 86.92 | 89.37 | 86.82 |
| 602 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.98 | 88.46 | 86.14 | 86.31 | 86.82 | 87.28 | 88.09 | 86.20 | 89.69 | 88.97 | 89.36 | 88.74 | 88.30 | 90.23 | 86.98 | 88.66 | 88.74 | 88.27 | 89.36 | 86.66 | 86.17 | 87.32 | 88.41 | 88.11 | 86.52 | 85.20 |
| 603 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.63 | 88.56 | 90.43 | 86.99 | 87.42 | 88.80 | 87.42 | 87.42 | 88.87 | 88.26 | 88.17 | 84.93 | 89.53 | 88.88 | 88.17 | 88.83 | 88.61 | 88.39 | 90.17 | 87.69 | 89.86 | 87.78 | 89.82 | 88.12 | 88.90 | 85.43 |
| 632 | 372 | 64 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.36 | 88.44 | 90.04 | 88.41 | 87.77 | 86.62 | 89.16 | 87.42 | 91.20 | 89.35 | 90.04 | 89.09 | 89.65 | 88.88 | 88.19 | 89.84 | 88.14 | 89.47 | 89.12 | 89.28 | 85.88 | 88.14 | 88.93 | 87.29 | 85.55 | 88.25 |
| 633 | 372 | 64 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.61 | 87.83 | 91.14 | 89.43 | 91.90 | 89.96 | 89.57 | 88.59 | 89.20 | 89.47 | 88.76 | 87.50 | 89.33 | 88.76 | 87.98 | 89.91 | 89.73 | 89.66 | 89.69 | 88.66 | 89.57 | 87.79 | 90.45 | 88.73 | 88.02 | 89.10 |
| 634 | 372 | 64 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.67 | 89.71 | 90.18 | 88.34 | 87.20 | 83.03 | 89.20 | 88.61 | 87.51 | 87.98 | 90.03 | 87.15 | 87.35 | 90.48 | 86.62 | 89.70 | 89.25 | 88.60 | 91.96 | 89.34 | 90.08 | 85.89 | 90.31 | 88.82 | 89.00 | 88.45 |
| 635 | 372 | 64 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.17 | 87.43 | 91.19 | 89.13 | 87.33 | 91.04 | 88.84 | 89.16 | 90.12 | 89.32 | 91.48 | 89.77 | 88.18 | 90.41 | 87.71 | 89.69 | 90.35 | 89.25 | 91.99 | 88.66 | 88.68 | 88.69 | 90.74 | 88.70 | 89.80 | 88.15 |
| 664 | 372 | 64 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.27 | 88.83 | 89.00 | 87.13 | 89.94 | 89.74 | 90.13 | 90.72 | 88.28 | 90.41 | 91.10 | 88.49 | 90.93 | 89.15 | 89.39 | 91.41 | 90.02 | 88.18 | 89.47 | 88.50 | 89.35 | 88.71 | 90.67 | 87.73 | 89.13 | 89.04 |
| 665 | 372 | 64 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.19 | 88.70 | 89.65 | 88.48 | 89.42 | 88.05 | 89.24 | 88.84 | 90.30 | 88.56 | 88.82 | 88.69 | 89.42 | 88.53 | 88.59 | 88.44 | 89.55 | 90.12 | 90.69 | 89.95 | 89.91 | 88.80 | 89.65 | 89.42 | 88.51 | 88.59 |
| 666 | 372 | 64 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.57 | 90.21 | 90.46 | 89.17 | 88.79 | 89.97 | 90.11 | 88.25 | 88.79 | 89.14 | 89.47 | 87.27 | 89.77 | 88.50 | 89.96 | 90.37 | 90.52 | 88.42 | 88.58 | 89.02 | 89.96 | 88.83 | 90.03 | 89.26 | 88.69 | 89.24 |
| 667 | 372 | 64 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.33 | 88.88 | 89.40 | 89.58 | 88.89 | 88.15 | 89.33 | 89.17 | 90.02 | 88.33 | 90.77 | 88.62 | 91.13 | 89.08 | 87.75 | 88.00 | 90.14 | 90.94 | 88.83 | 89.42 | 87.91 | 87.84 | 89.30 | 88.61 | 88.13 | 90.20 |
| 696 | 372 | 64 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.11 | 86.92 | 89.14 | 86.54 | 88.33 | 86.64 | 89.58 | 88.23 | 90.13 | 88.06 | 88.98 | 88.88 | 89.55 | 90.45 | 88.70 | 89.09 | 89.39 | 88.50 | 89.66 | 90.01 | 90.10 | 88.43 | 88.68 | 86.82 | 90.37 | 88.21 |
| 697 | 372 | 64 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.87 | 85.31 | 88.33 | 87.72 | 88.88 | 88.48 | 88.31 | 88.19 | 88.53 | 87.70 | 88.78 | 87.22 | 89.47 | 90.16 | 87.87 | 89.51 | 88.27 | 90.19 | 91.63 | 86.97 | 90.54 | 87.06 | 91.26 | 89.53 | 87.40 | 88.22 |
| 698 | 372 | 64 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.19 | 89.82 | 88.47 | 87.54 | 88.08 | 89.10 | 88.26 | 88.78 | 88.45 | 88.72 | 90.12 | 87.76 | 89.56 | 90.34 | 88.19 | 90.27 | 90.44 | 89.35 | 87.58 | 89.77 | 89.18 | 87.66 | 89.84 | 88.42 | 86.36 | 87.33 |
| 699 | 372 | 64 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.52 | 88.65 | 87.87 | 87.25 | 88.82 | 87.44 | 88.23 | 89.24 | 89.76 | 88.39 | 90.79 | 90.24 | 88.22 | 88.82 | 86.89 | 90.03 | 88.67 | 87.13 | 90.61 | 88.11 | 87.88 | 88.18 | 90.13 | 87.46 | 87.98 | 88.21 |
| 728 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.99 | 88.61 | 89.56 | 87.70 | 88.99 | 88.10 | 88.37 | 88.07 | 88.23 | 90.19 | 89.35 | 89.60 | 89.49 | 90.65 | 88.29 | 88.59 | 89.32 | 88.82 | 89.68 | 89.14 | 88.08 | 88.77 | 89.12 | 88.03 | 90.78 | 89.53 |
| 729 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.64 | 88.99 | 89.46 | 88.46 | 89.74 | 89.61 | 89.99 | 90.03 | 89.69 | 87.53 | 90.06 | 88.88 | 90.75 | 90.51 | 87.77 | 90.64 | 90.51 | 90.56 | 90.07 | 90.27 | 90.10 | 89.22 | 90.98 | 88.67 | 89.02 | 86.77 |
| 730 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.32 | 88.68 | 91.01 | 88.50 | 89.29 | 89.02 | 90.45 | 89.79 | 90.81 | 88.86 | 90.67 | 91.04 | 88.56 | 90.26 | 88.94 | 90.22 | 89.28 | 87.07 | 89.46 | 88.19 | 91.21 | 87.92 | 90.20 | 88.72 | 88.56 | 85.24 |
| 731 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.58 | 88.97 | 90.72 | 89.81 | 88.52 | 87.98 | 90.44 | 87.57 | 88.54 | 89.87 | 88.74 | 87.62 | 86.95 | 88.16 | 87.66 | 88.76 | 88.25 | 90.55 | 89.76 | 88.75 | 88.96 | 89.12 | 90.16 | 88.33 | 90.09 | 86.77 |
| 760 | 372 | 64 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.62 | 89.16 | 89.10 | 89.91 | 90.67 | 88.59 | 90.82 | 90.58 | 90.22 | 91.15 | 90.00 | 89.25 | 90.13 | 90.72 | 87.49 | 88.83 | 88.97 | 88.87 | 90.41 | 90.06 | 89.20 | 88.31 | 90.74 | 89.80 | 89.62 | 90.35 |
| 761 | 372 | 64 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.93 | 88.33 | 89.42 | 89.26 | 90.11 | 88.67 | 91.11 | 88.89 | 90.18 | 89.45 | 91.96 | 87.48 | 89.83 | 89.99 | 89.93 | 90.34 | 89.72 | 88.37 | 90.03 | 89.38 | 89.96 | 89.19 | 90.98 | 90.58 | 89.94 | 86.94 |
| 762 | 372 | 64 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.00 | 89.24 | 90.18 | 88.67 | 89.98 | 89.10 | 89.47 | 89.09 | 90.10 | 88.71 | 90.71 | 90.52 | 88.27 | 89.21 | 88.81 | 90.23 | 89.14 | 89.29 | 89.67 | 89.54 | 88.66 | 89.11 | 90.51 | 90.76 | 87.59 | 89.06 |
| 763 | 372 | 64 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.38 | 88.19 | 89.48 | 89.26 | 86.73 | 89.89 | 88.07 | 89.45 | 89.91 | 90.30 | 88.93 | 87.22 | 89.08 | 90.64 | 88.32 | 91.11 | 90.26 | 89.60 | 90.38 | 89.48 | 89.31 | 89.73 | 89.94 | 89.20 | 88.71 | 88.38 |
| 792 | 372 | 64 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.81 | 86.34 | 88.75 | 85.95 | 87.03 | 86.59 | 87.86 | 89.87 | 86.67 | 88.36 | 87.28 | 85.24 | 87.36 | 87.88 | 86.70 | 89.17 | 89.34 | 87.70 | 87.50 | 87.90 | 87.90 | 87.41 | 88.71 | 88.29 | 88.62 | 87.48 |
| 793 | 372 | 64 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.35 | 87.36 | 90.28 | 88.53 | 87.57 | 86.82 | 87.73 | 87.76 | 88.02 | 88.45 | 89.31 | 88.60 | 88.16 | 86.63 | 86.49 | 86.05 | 88.32 | 88.08 | 89.40 | 87.34 | 88.34 | 87.83 | 90.35 | 84.62 | 86.12 | 84.31 |
| 794 | 372 | 64 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.77 | 88.51 | 89.14 | 86.92 | 88.00 | 87.96 | 87.42 | 86.94 | 87.81 | 86.85 | 89.86 | 85.79 | 88.38 | 87.97 | 87.00 | 89.00 | 88.57 | 89.66 | 88.30 | 87.19 | 88.53 | 87.34 | 88.80 | 85.99 | 87.36 | 85.61 |
| 795 | 372 | 64 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.78 | 85.62 | 88.37 | 85.66 | 85.04 | 86.45 | 88.62 | 89.30 | 87.99 | 88.08 | 90.31 | 86.30 | 87.77 | 87.03 | 86.47 | 88.75 | 87.82 | 88.36 | 89.58 | 88.56 | 87.20 | 86.12 | 88.70 | 87.12 | 86.85 | 86.83 |
| 824 | 372 | 64 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.75 | 87.76 | 88.85 | 86.90 | 87.75 | 86.58 | 88.92 | 87.89 | 88.75 | 89.74 | 88.01 | 87.10 | 89.79 | 89.80 | 86.63 | 88.05 | 90.69 | 91.77 | 89.57 | 87.25 | 90.52 | 86.00 | 91.23 | 87.37 | 88.95 | 87.40 |
| 825 | 372 | 64 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.27 | 88.52 | 88.04 | 87.00 | 88.27 | 88.37 | 89.46 | 90.16 | 89.44 | 90.28 | 87.68 | 87.56 | 89.74 | 89.94 | 88.35 | 89.36 | 88.90 | 89.92 | 91.27 | 86.60 | 88.31 | 88.11 | 90.66 | 86.84 | 89.45 | 89.25 |
| 826 | 372 | 64 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.82 | 89.38 | 89.83 | 86.42 | 90.01 | 89.67 | 89.84 | 87.76 | 90.09 | 88.33 | 90.74 | 87.03 | 88.45 | 89.15 | 87.21 | 90.71 | 90.45 | 91.42 | 89.28 | 88.94 | 88.47 | 88.08 | 91.46 | 87.32 | 90.61 | 87.22 |
| 827 | 372 | 64 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.06 | 88.50 | 89.54 | 89.64 | 89.16 | 87.59 | 89.82 | 88.87 | 90.20 | 89.03 | 89.97 | 87.03 | 89.25 | 90.33 | 88.21 | 90.33 | 88.07 | 90.30 | 90.08 | 89.35 | 89.52 | 88.74 | 91.23 | 88.40 | 88.95 | 88.38 |
| 856 | 372 | 64 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.00 | 88.60 | 88.97 | 88.28 | 90.04 | 88.11 | 88.60 | 87.73 | 88.76 | 88.09 | 88.42 | 88.92 | 89.23 | 90.46 | 88.64 | 90.01 | 87.71 | 89.43 | 87.77 | 89.54 | 89.13 | 88.62 | 91.31 | 89.03 | 88.78 | 87.71 |
| 857 | 372 | 64 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.13 | 88.80 | 89.96 | 89.14 | 90.24 | 87.05 | 88.00 | 88.89 | 89.58 | 84.51 | 89.55 | 89.53 | 88.48 | 90.79 | 87.91 | 90.06 | 89.71 | 90.57 | 89.24 | 88.70 | 87.73 | 86.81 | 89.83 | 89.16 | 90.29 | 89.93 |
| 858 | 372 | 64 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.53 | 87.49 | 89.33 | 88.10 | 89.30 | 88.47 | 89.96 | 88.65 | 89.75 | 87.84 | 88.07 | 89.36 | 88.78 | 89.87 | 87.89 | 88.99 | 89.10 | 89.52 | 89.74 | 89.97 | 89.39 | 88.51 | 88.73 | 89.13 | 89.24 | 87.98 |
| 859 | 372 | 64 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.60 | 90.01 | 89.88 | 89.78 | 90.94 | 90.18 | 90.53 | 89.43 | 88.90 | 92.15 | 89.68 | 89.72 | 89.11 | 89.42 | 88.10 | 89.23 | 90.10 | 88.69 | 89.56 | 86.24 | 88.39 | 87.44 | 90.40 | 88.10 | 88.82 | 89.20 |
| 888 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.38 | 88.52 | 88.31 | 87.77 | 88.04 | 87.18 | 88.42 | 87.06 | 87.19 | 87.38 | 88.76 | 87.08 | 90.11 | 89.16 | 88.25 | 89.36 | 89.16 | 89.92 | 91.08 | 87.24 | 88.17 | 86.51 | 89.33 | 88.21 | 89.47 | 87.20 |
| 889 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.18 | 86.82 | 88.54 | 89.34 | 86.90 | 88.84 | 87.25 | 89.33 | 88.18 | 90.35 | 89.39 | 88.00 | 88.53 | 89.52 | 87.84 | 88.75 | 90.57 | 87.07 | 88.93 | 88.40 | 88.89 | 86.08 | 89.30 | 87.68 | 89.56 | 86.94 |
| 890 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.45 | 89.31 | 89.78 | 88.82 | 88.46 | 87.35 | 87.60 | 87.11 | 86.64 | 89.86 | 89.33 | 87.05 | 85.31 | 89.37 | 87.65 | 90.50 | 87.60 | 90.47 | 87.87 | 89.27 | 89.90 | 86.77 | 90.95 | 86.34 | 88.44 | 86.90 |
| 891 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.53 | 87.75 | 86.52 | 88.45 | 88.75 | 85.54 | 88.28 | 88.69 | 87.74 | 88.10 | 88.22 | 86.81 | 86.48 | 88.74 | 86.87 | 89.39 | 90.36 | 90.18 | 89.92 | 87.65 | 88.57 | 87.47 | 89.25 | 88.24 | 88.49 | 86.31 |
| 920 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.11 | 88.01 | 87.42 | 87.11 | 90.00 | 89.25 | 87.96 | 89.12 | 90.30 | 89.84 | 90.20 | 87.97 | 88.60 | 90.60 | 88.93 | 89.80 | 90.52 | 90.63 | 90.03 | 89.94 | 90.27 | 87.32 | 91.75 | 87.38 | 88.80 | 88.24 |
| 921 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.68 | 88.66 | 89.73 | 88.76 | 90.00 | 90.13 | 89.42 | 90.41 | 88.63 | 90.55 | 90.69 | 89.20 | 89.19 | 89.20 | 88.96 | 90.59 | 88.72 | 88.94 | 89.04 | 88.77 | 89.30 | 88.19 | 92.52 | 89.17 | 87.33 | 86.81 |
| 922 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.90 | 86.75 | 90.20 | 88.84 | 88.92 | 89.50 | 89.71 | 86.38 | 88.90 | 90.06 | 89.98 | 87.54 | 90.30 | 89.22 | 86.99 | 87.69 | 87.32 | 89.41 | 91.09 | 89.99 | 89.36 | 88.34 | 88.66 | 90.97 | 88.10 | 86.71 |
| 923 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.96 | 87.32 | 90.60 | 89.08 | 90.17 | 88.72 | 89.50 | 86.96 | 88.37 | 89.56 | 89.33 | 88.75 | 90.11 | 88.55 | 88.75 | 89.15 | 88.41 | 88.55 | 89.39 | 88.12 | 87.74 | 88.31 | 91.08 | 88.48 | 88.78 | 89.51 |
| 952 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.72 | 89.18 | 88.86 | 89.19 | 90.28 | 87.72 | 88.44 | 89.21 | 89.10 | 89.86 | 91.13 | 89.51 | 89.45 | 91.11 | 88.34 | 90.83 | 89.20 | 90.17 | 90.18 | 88.66 | 89.26 | 89.48 | 91.20 | 88.64 | 88.41 | 87.63 |
| 953 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.43 | 90.27 | 89.01 | 88.98 | 89.57 | 89.92 | 89.58 | 88.04 | 89.75 | 91.22 | 88.93 | 87.84 | 88.29 | 88.25 | 87.54 | 89.32 | 91.10 | 90.34 | 88.91 | 90.37 | 89.08 | 88.01 | 90.93 | 88.17 | 90.37 | 90.04 |
| 954 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.45 | 90.47 | 91.56 | 89.76 | 89.31 | 88.64 | 88.62 | 89.38 | 90.61 | 89.16 | 90.25 | 88.87 | 90.25 | 90.83 | 87.78 | 89.71 | 89.15 | 88.59 | 89.50 | 88.37 | 88.64 | 89.54 | 89.73 | 88.79 | 88.81 | 88.88 |
| 955 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.45 | 89.99 | 90.76 | 89.09 | 89.87 | 88.54 | 88.72 | 89.20 | 88.78 | 89.36 | 87.74 | 88.82 | 89.91 | 88.63 | 89.39 | 88.40 | 89.61 | 89.14 | 90.75 | 89.18 | 88.62 | 88.72 | 90.69 | 89.10 | 89.47 | 88.31 |
| 984 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.14 | 88.79 | 87.54 | 89.59 | 87.97 | 91.14 | 88.56 | 87.21 | 89.89 | 89.07 | 90.46 | 87.32 | 88.03 | 88.27 | 87.38 | 90.28 | 89.23 | 89.59 | 89.95 | 88.55 | 87.41 | 87.12 | 90.12 | 89.29 | 87.01 | 86.35 |
| 985 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.14 | 88.27 | 89.62 | 88.31 | 88.95 | 87.34 | 89.13 | 89.28 | 88.90 | 88.72 | 89.59 | 86.92 | 89.12 | 90.45 | 86.99 | 89.07 | 89.73 | 90.01 | 87.88 | 87.28 | 90.96 | 86.96 | 89.42 | 88.64 | 89.97 | 88.82 |
| 986 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.94 | 88.30 | 90.41 | 90.50 | 89.15 | 88.44 | 88.26 | 88.22 | 90.61 | 88.79 | 89.11 | 88.66 | 89.68 | 89.19 | 88.26 | 88.41 | 89.40 | 89.05 | 89.77 | 87.88 | 89.28 | 89.52 | 90.92 | 89.91 | 90.05 | 88.85 |
| 987 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.58 | 86.91 | 88.34 | 87.68 | 87.76 | 88.12 | 88.38 | 85.22 | 88.99 | 88.73 | 89.07 | 88.31 | 85.88 | 88.58 | 87.70 | 88.67 | 88.41 | 89.61 | 89.97 | 87.47 | 88.17 | 88.08 | 89.08 | 88.38 | 87.95 | 87.24 |
| 1016 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.79 | 87.61 | 89.76 | 88.62 | 88.98 | 88.91 | 88.93 | 89.52 | 89.51 | 89.17 | 90.47 | 89.46 | 88.16 | 89.46 | 88.56 | 89.58 | 88.27 | 90.72 | 89.62 | 88.64 | 91.21 | 87.55 | 89.62 | 88.97 | 89.13 | 90.48 |
| 1017 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.98 | 87.80 | 88.76 | 87.85 | 87.77 | 88.59 | 89.15 | 88.78 | 89.60 | 89.73 | 88.43 | 88.61 | 89.96 | 89.68 | 87.96 | 88.43 | 89.17 | 88.43 | 86.73 | 84.84 | 88.07 | 88.21 | 89.45 | 86.72 | 88.32 | 89.38 |
| 1018 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.83 | 89.01 | 89.74 | 87.70 | 87.53 | 89.00 | 89.37 | 88.53 | 88.71 | 88.74 | 88.79 | 88.85 | 90.12 | 88.86 | 89.13 | 89.08 | 90.56 | 90.94 | 90.83 | 87.90 | 90.15 | 88.96 | 90.32 | 88.79 | 88.14 | 89.65 |
| 1019 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.14 | 88.52 | 89.42 | 87.93 | 88.46 | 86.32 | 88.30 | 88.63 | 89.68 | 90.80 | 88.03 | 89.39 | 89.40 | 86.77 | 89.69 | 89.62 | 88.99 | 89.63 | 89.55 | 89.66 | 89.53 | 88.90 | 89.87 | 89.43 | 89.86 | 88.93 |
| 1048 | 372 | 64 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.76 | 88.05 | 89.77 | 89.22 | 89.43 | 89.77 | 89.53 | 89.17 | 88.13 | 90.30 | 90.29 | 88.47 | 90.09 | 91.24 | 88.73 | 90.97 | 90.74 | 89.51 | 90.63 | 89.64 | 87.07 | 89.71 | 90.62 | 89.13 | 89.02 | 89.14 |
| 1049 | 372 | 64 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.62 | 89.39 | 89.01 | 87.25 | 89.06 | 87.13 | 88.82 | 88.16 | 88.18 | 87.87 | 88.70 | 89.62 | 89.14 | 90.47 | 88.34 | 89.85 | 88.56 | 88.56 | 90.77 | 89.71 | 89.92 | 87.94 | 89.91 | 86.80 | 90.02 | 88.74 |
| 1050 | 372 | 64 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.15 | 88.37 | 90.11 | 86.98 | 88.94 | 89.15 | 90.33 | 90.15 | 89.90 | 89.22 | 89.34 | 89.14 | 88.54 | 90.56 | 86.97 | 89.56 | 89.76 | 88.98 | 90.21 | 88.20 | 87.56 | 87.56 | 90.75 | 87.83 | 90.71 | 88.77 |
| 1051 | 372 | 64 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.74 | 88.80 | 90.95 | 89.12 | 88.66 | 90.37 | 89.22 | 89.25 | 88.46 | 90.25 | 89.37 | 86.17 | 89.50 | 90.28 | 89.28 | 90.00 | 90.19 | 88.42 | 90.87 | 89.17 | 90.33 | 88.32 | 90.80 | 88.95 | 89.00 | 88.99 |
| 1080 | 372 | 64 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.00 | 87.30 | 86.72 | 87.19 | 86.14 | 87.07 | 86.01 | 86.54 | 87.38 | 87.43 | 89.01 | 86.04 | 86.85 | 88.41 | 87.21 | 88.39 | 87.64 | 85.51 | 88.26 | 85.68 | 86.71 | 87.32 | 87.18 | 88.27 | 86.76 | 87.38 |
| 1081 | 372 | 64 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.06 | 88.62 | 88.58 | 88.09 | 90.17 | 85.27 | 89.49 | 87.48 | 88.52 | 88.92 | 87.86 | 85.93 | 87.52 | 89.43 | 86.65 | 88.99 | 89.39 | 89.34 | 90.10 | 89.60 | 86.97 | 87.79 | 90.57 | 87.34 | 88.76 | 86.56 |
| 1082 | 372 | 64 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.09 | 88.53 | 90.24 | 88.77 | 87.87 | 86.81 | 88.42 | 88.45 | 91.15 | 90.83 | 87.36 | 87.47 | 89.44 | 89.58 | 83.59 | 89.18 | 87.65 | 88.63 | 88.14 | 88.22 | 87.37 | 86.95 | 89.70 | 85.35 | 87.40 | 84.76 |
| 1083 | 372 | 64 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.04 | 87.50 | 87.58 | 86.88 | 89.42 | 88.63 | 89.53 | 89.22 | 89.95 | 88.48 | 88.58 | 87.28 | 89.71 | 88.21 | 86.69 | 89.34 | 89.45 | 88.83 | 88.50 | 87.55 | 88.97 | 87.87 | 90.55 | 89.72 | 89.66 | 86.22 |
| 1112 | 372 | 64 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.02 | 89.54 | 90.10 | 88.79 | 89.12 | 88.28 | 88.65 | 87.74 | 89.66 | 88.72 | 87.43 | 90.31 | 87.97 | 89.29 | 89.85 | 89.57 | 90.63 | 90.42 | 91.42 | 88.70 | 88.94 | 89.19 | 90.66 | 89.32 | 89.43 | 88.85 |
| 1113 | 372 | 64 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.57 | 89.36 | 91.19 | 89.97 | 89.48 | 89.32 | 89.26 | 89.23 | 89.70 | 88.41 | 87.79 | 86.99 | 90.60 | 90.07 | 88.77 | 91.32 | 91.43 | 90.26 | 89.44 | 88.96 | 87.40 | 89.22 | 89.92 | 89.40 | 89.04 | 88.75 |
| 1114 | 372 | 64 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.45 | 88.38 | 87.90 | 87.98 | 89.16 | 89.75 | 88.10 | 86.38 | 88.05 | 89.84 | 90.08 | 85.15 | 88.84 | 91.22 | 88.30 | 89.17 | 88.95 | 88.60 | 90.68 | 88.68 | 89.29 | 88.13 | 90.22 | 89.52 | 87.54 | 88.91 |
| 1115 | 372 | 64 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.50 | 88.32 | 90.77 | 87.11 | 88.62 | 87.99 | 88.39 | 89.13 | 88.62 | 90.46 | 89.82 | 88.78 | 89.15 | 89.32 | 85.97 | 88.02 | 90.58 | 89.43 | 89.29 | 88.55 | 89.12 | 86.04 | 90.19 | 88.89 | 89.47 | 89.53 |
| 1144 | 372 | 64 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.95 | 89.78 | 88.62 | 88.10 | 88.34 | 87.81 | 89.87 | 88.09 | 89.61 | 88.07 | 89.32 | 87.63 | 89.80 | 89.45 | 88.37 | 89.81 | 90.46 | 88.72 | 89.76 | 88.86 | 87.06 | 87.42 | 89.64 | 90.24 | 90.15 | 87.95 |
| 1145 | 372 | 64 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.47 | 88.58 | 91.59 | 89.33 | 88.44 | 90.01 | 87.76 | 88.59 | 85.01 | 90.03 | 90.14 | 88.28 | 90.64 | 89.39 | 85.25 | 91.32 | 89.30 | 89.59 | 88.46 | 89.69 | 89.17 | 87.81 | 89.44 | 88.84 | 90.39 | 87.52 |
| 1146 | 372 | 64 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.98 | 89.14 | 90.55 | 87.41 | 89.80 | 89.62 | 87.73 | 88.57 | 88.32 | 89.00 | 89.04 | 87.38 | 88.88 | 88.66 | 86.76 | 89.53 | 89.44 | 88.55 | 90.45 | 89.56 | 88.95 | 87.68 | 91.34 | 87.49 | 87.99 | 88.72 |
| 1147 | 372 | 64 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.52 | 90.15 | 87.55 | 88.56 | 89.97 | 88.07 | 89.17 | 89.63 | 89.46 | 88.77 | 91.77 | 88.53 | 88.89 | 88.96 | 87.29 | 89.85 | 90.95 | 89.62 | 89.02 | 89.88 | 88.52 | 89.35 | 90.08 | 90.61 | 89.68 | 87.52 |
The global mean maximum row:
| mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | average_map | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 987 | 89.59 | 86.87 | 88.23 | 87.02 | 87.64 | 88.22 | 87.23 | 86.52 | 87.31 | 87.36 | 88.57 | 89.33 | 86.93 | 87.71 | 86.96 | 88.78 | 86.47 | 88.38 | 87.81 | 89.87 | 86.34 | 88.09 | 87.72 | 86.14 | 87.22 | 85.51 | 87.608462 |
| 955 | 86.13 | 88.26 | 87.39 | 88.39 | 87.29 | 87.28 | 87.17 | 87.54 | 88.70 | 88.37 | 87.14 | 86.97 | 89.00 | 88.27 | 87.32 | 88.42 | 88.14 | 88.48 | 89.21 | 87.59 | 86.44 | 86.05 | 88.71 | 85.01 | 86.68 | 87.03 | 87.576154 |
| 889 | 86.34 | 86.93 | 85.18 | 89.57 | 85.14 | 88.60 | 86.75 | 88.46 | 86.92 | 87.42 | 88.59 | 88.41 | 87.14 | 87.83 | 87.22 | 87.54 | 88.60 | 87.92 | 88.23 | 88.11 | 87.04 | 85.80 | 88.94 | 87.84 | 88.68 | 86.94 | 87.543846 |
| 890 | 87.81 | 86.23 | 88.95 | 87.11 | 86.75 | 88.38 | 86.45 | 87.93 | 87.09 | 87.39 | 88.11 | 88.75 | 86.71 | 87.70 | 87.30 | 87.75 | 87.62 | 87.59 | 88.39 | 88.69 | 86.30 | 86.67 | 89.19 | 87.15 | 86.89 | 86.49 | 87.515000 |
| 891 | 87.54 | 86.99 | 85.16 | 88.16 | 87.08 | 87.15 | 87.25 | 86.94 | 87.44 | 87.01 | 88.29 | 89.36 | 87.64 | 88.21 | 86.90 | 87.92 | 87.82 | 88.16 | 88.01 | 86.94 | 87.33 | 86.80 | 88.93 | 86.82 | 87.99 | 86.81 | 87.486538 |
| 986 | 86.62 | 87.06 | 87.49 | 87.57 | 88.22 | 88.42 | 88.43 | 87.25 | 87.56 | 86.47 | 88.61 | 88.14 | 87.68 | 87.02 | 87.09 | 87.61 | 86.95 | 87.40 | 88.06 | 88.33 | 87.80 | 86.07 | 87.31 | 87.72 | 86.79 | 86.46 | 87.466538 |
| 602 | 86.46 | 87.69 | 86.12 | 86.33 | 86.69 | 87.52 | 86.84 | 86.51 | 87.21 | 87.46 | 89.68 | 88.02 | 89.93 | 89.35 | 86.37 | 89.45 | 88.40 | 89.60 | 88.16 | 89.01 | 85.99 | 87.59 | 86.65 | 85.68 | 85.75 | 84.56 | 87.423846 |
| 888 | 87.61 | 87.07 | 86.34 | 88.06 | 86.60 | 88.40 | 88.00 | 87.14 | 87.53 | 87.22 | 87.28 | 87.37 | 88.50 | 87.38 | 88.24 | 87.75 | 86.81 | 88.01 | 88.89 | 88.02 | 85.68 | 85.69 | 87.57 | 86.19 | 88.05 | 87.10 | 87.403846 |
| 729 | 86.52 | 86.49 | 86.78 | 87.24 | 87.15 | 87.98 | 86.74 | 89.16 | 87.84 | 87.30 | 87.98 | 86.72 | 87.75 | 88.44 | 87.40 | 87.94 | 86.62 | 87.07 | 87.82 | 89.49 | 87.56 | 86.96 | 86.85 | 85.99 | 87.03 | 86.39 | 87.354231 |
| 730 | 87.35 | 87.38 | 87.78 | 85.53 | 86.78 | 88.70 | 88.68 | 87.98 | 86.64 | 88.22 | 88.57 | 87.96 | 87.05 | 86.53 | 85.81 | 88.41 | 85.70 | 86.64 | 87.61 | 88.38 | 87.02 | 86.22 | 87.96 | 86.77 | 86.86 | 87.83 | 87.321538 |
Model performance on validation data (Mann-Whitney U Test)
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 888 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.61 | 87.07 | 86.34 | 88.06 | 86.60 | 88.40 | 88.00 | 87.14 | 87.53 | 87.22 | 87.28 | 87.37 | 88.50 | 87.38 | 88.24 | 87.75 | 86.81 | 88.01 | 88.89 | 88.02 | 85.68 | 85.69 | 87.57 | 86.19 | 88.05 | 87.10 |
| 889 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.34 | 86.93 | 85.18 | 89.57 | 85.14 | 88.60 | 86.75 | 88.46 | 86.92 | 87.42 | 88.59 | 88.41 | 87.14 | 87.83 | 87.22 | 87.54 | 88.60 | 87.92 | 88.23 | 88.11 | 87.04 | 85.80 | 88.94 | 87.84 | 88.68 | 86.94 |
| 890 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.81 | 86.23 | 88.95 | 87.11 | 86.75 | 88.38 | 86.45 | 87.93 | 87.09 | 87.39 | 88.11 | 88.75 | 86.71 | 87.70 | 87.30 | 87.75 | 87.62 | 87.59 | 88.39 | 88.69 | 86.30 | 86.67 | 89.19 | 87.15 | 86.89 | 86.49 |
| 891 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.54 | 86.99 | 85.16 | 88.16 | 87.08 | 87.15 | 87.25 | 86.94 | 87.44 | 87.01 | 88.29 | 89.36 | 87.64 | 88.21 | 86.90 | 87.92 | 87.82 | 88.16 | 88.01 | 86.94 | 87.33 | 86.80 | 88.93 | 86.82 | 87.99 | 86.81 |
| 985 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 84.65 | 86.43 | 85.25 | 86.34 | 87.58 | 87.12 | 87.81 | 88.00 | 87.56 | 87.26 | 86.72 | 86.61 | 88.68 | 86.32 | 87.28 | 88.79 | 87.32 | 88.14 | 89.35 | 86.77 | 88.02 | 85.72 | 87.13 | 86.59 | 87.20 | 85.89 |
| 986 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.62 | 87.06 | 87.49 | 87.57 | 88.22 | 88.42 | 88.43 | 87.25 | 87.56 | 86.47 | 88.61 | 88.14 | 87.68 | 87.02 | 87.09 | 87.61 | 86.95 | 87.40 | 88.06 | 88.33 | 87.80 | 86.07 | 87.31 | 87.72 | 86.79 | 86.46 |
| 987 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.59 | 86.87 | 88.23 | 87.02 | 87.64 | 88.22 | 87.23 | 86.52 | 87.31 | 87.36 | 88.57 | 89.33 | 86.93 | 87.71 | 86.96 | 88.78 | 86.47 | 88.38 | 87.81 | 89.87 | 86.34 | 88.09 | 87.72 | 86.14 | 87.22 | 85.51 |
| 1081 | 372 | 64 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.83 | 87.33 | 85.79 | 86.11 | 86.25 | 86.98 | 88.42 | 87.20 | 86.40 | 88.42 | 88.14 | 87.84 | 85.40 | 87.64 | 86.55 | 88.49 | 88.07 | 87.72 | 87.74 | 87.96 | 86.96 | 86.74 | 86.96 | 86.38 | 88.09 | 85.69 |
| 1082 | 372 | 64 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 85.41 | 87.36 | 86.19 | 87.23 | 86.17 | 86.79 | 87.53 | 86.86 | 88.60 | 88.22 | 87.40 | 87.86 | 88.23 | 86.58 | 85.62 | 88.23 | 87.61 | 87.61 | 87.51 | 87.64 | 84.77 | 86.47 | 87.90 | 83.20 | 87.58 | 86.03 |
| 601 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.57 | 86.83 | 86.82 | 85.62 | 87.49 | 86.95 | 87.36 | 88.00 | 88.41 | 86.98 | 88.03 | 87.65 | 87.27 | 87.30 | 86.99 | 88.51 | 86.35 | 87.98 | 88.32 | 88.31 | 86.41 | 86.57 | 87.52 | 85.03 | 87.60 | 87.51 |
| 602 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.46 | 87.69 | 86.12 | 86.33 | 86.69 | 87.52 | 86.84 | 86.51 | 87.21 | 87.46 | 89.68 | 88.02 | 89.93 | 89.35 | 86.37 | 89.45 | 88.40 | 89.60 | 88.16 | 89.01 | 85.99 | 87.59 | 86.65 | 85.68 | 85.75 | 84.56 |
| 603 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.48 | 87.27 | 86.49 | 85.56 | 87.24 | 87.36 | 87.34 | 87.83 | 86.73 | 88.19 | 87.54 | 86.67 | 88.76 | 86.62 | 86.57 | 87.69 | 86.65 | 87.30 | 88.14 | 87.62 | 88.32 | 85.89 | 88.89 | 85.54 | 87.63 | 83.47 |
| 697 | 372 | 64 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.29 | 85.83 | 86.82 | 85.78 | 86.52 | 88.15 | 88.11 | 88.37 | 88.19 | 86.37 | 88.28 | 88.62 | 88.68 | 87.12 | 86.63 | 88.48 | 87.29 | 88.24 | 88.16 | 88.69 | 86.45 | 85.31 | 88.14 | 87.49 | 85.13 | 86.97 |
| 698 | 372 | 64 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.08 | 85.49 | 85.70 | 87.77 | 88.79 | 87.99 | 85.91 | 87.00 | 87.53 | 88.39 | 88.83 | 88.55 | 87.40 | 87.75 | 86.40 | 87.03 | 86.93 | 87.73 | 86.77 | 87.57 | 86.74 | 84.78 | 88.02 | 85.12 | 85.86 | 86.47 |
| 699 | 372 | 64 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 85.78 | 87.96 | 86.28 | 86.32 | 86.30 | 88.06 | 87.53 | 87.99 | 87.55 | 88.57 | 87.89 | 88.03 | 87.60 | 86.32 | 87.81 | 88.55 | 87.63 | 87.20 | 88.25 | 88.75 | 84.99 | 87.40 | 87.65 | 84.85 | 87.57 | 86.82 |
| 920 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.92 | 85.47 | 87.24 | 86.68 | 88.11 | 89.20 | 88.00 | 88.48 | 86.32 | 86.85 | 87.18 | 88.23 | 87.66 | 88.06 | 87.41 | 87.19 | 87.35 | 87.47 | 87.12 | 88.34 | 87.69 | 85.75 | 88.31 | 86.01 | 85.52 | 86.39 |
| 921 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.33 | 85.95 | 85.73 | 86.45 | 87.11 | 88.45 | 87.90 | 88.57 | 89.45 | 86.65 | 88.31 | 89.38 | 88.34 | 86.88 | 87.42 | 87.49 | 85.88 | 88.07 | 88.76 | 87.23 | 86.81 | 85.59 | 87.85 | 86.58 | 86.56 | 87.27 |
| 922 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.02 | 87.59 | 87.17 | 86.56 | 86.92 | 87.49 | 88.52 | 87.81 | 87.67 | 87.15 | 87.46 | 87.48 | 88.23 | 86.50 | 87.83 | 87.81 | 85.56 | 88.28 | 88.50 | 87.88 | 88.05 | 87.10 | 85.96 | 87.77 | 85.50 | 85.19 |
| 923 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.94 | 86.44 | 87.77 | 86.27 | 88.25 | 86.91 | 86.96 | 87.31 | 86.71 | 88.07 | 87.80 | 88.08 | 88.98 | 86.36 | 87.82 | 87.63 | 87.34 | 88.27 | 88.19 | 86.25 | 86.39 | 85.67 | 88.04 | 85.51 | 86.74 | 86.76 |
| 1016 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.05 | 87.07 | 86.67 | 87.32 | 86.79 | 87.60 | 86.71 | 88.87 | 88.32 | 86.64 | 88.11 | 87.65 | 87.09 | 87.96 | 87.87 | 88.55 | 86.44 | 87.55 | 87.30 | 86.99 | 88.50 | 86.30 | 87.19 | 84.85 | 88.06 | 87.75 |
| 1018 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.71 | 87.59 | 86.85 | 87.52 | 88.11 | 87.74 | 87.97 | 86.35 | 86.43 | 86.91 | 87.42 | 89.11 | 87.97 | 86.83 | 87.18 | 88.08 | 86.63 | 88.22 | 87.66 | 88.77 | 85.13 | 86.28 | 85.03 | 85.22 | 88.35 | 86.90 |
| 1019 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.60 | 86.81 | 86.47 | 87.32 | 87.75 | 87.64 | 87.28 | 86.56 | 86.79 | 87.96 | 87.48 | 86.85 | 87.90 | 85.40 | 87.63 | 87.58 | 86.57 | 87.83 | 88.31 | 88.49 | 86.59 | 87.38 | 85.69 | 87.35 | 85.87 | 87.27 |
| 1113 | 372 | 64 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.10 | 86.97 | 87.98 | 88.10 | 85.50 | 88.68 | 87.74 | 88.10 | 87.03 | 86.57 | 88.08 | 87.26 | 87.89 | 85.93 | 87.41 | 87.62 | 88.70 | 88.14 | 88.24 | 87.45 | 84.53 | 86.45 | 88.77 | 87.15 | 85.70 | 86.72 |
| 633 | 372 | 64 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.12 | 86.27 | 87.60 | 88.17 | 87.92 | 88.65 | 88.35 | 87.14 | 87.69 | 86.41 | 87.99 | 84.90 | 87.38 | 87.22 | 87.87 | 87.24 | 88.17 | 88.29 | 87.65 | 86.95 | 86.97 | 84.43 | 88.63 | 87.42 | 84.08 | 87.22 |
| 635 | 372 | 64 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.19 | 85.91 | 87.03 | 86.61 | 86.47 | 88.15 | 87.87 | 86.14 | 88.73 | 87.80 | 88.56 | 87.95 | 88.84 | 88.04 | 87.56 | 87.79 | 86.43 | 87.71 | 87.88 | 87.55 | 85.40 | 87.03 | 86.51 | 87.34 | 87.30 | 86.44 |
| 729 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.52 | 86.49 | 86.78 | 87.24 | 87.15 | 87.98 | 86.74 | 89.16 | 87.84 | 87.30 | 87.98 | 86.72 | 87.75 | 88.44 | 87.40 | 87.94 | 86.62 | 87.07 | 87.82 | 89.49 | 87.56 | 86.96 | 86.85 | 85.99 | 87.03 | 86.39 |
| 730 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.35 | 87.38 | 87.78 | 85.53 | 86.78 | 88.70 | 88.68 | 87.98 | 86.64 | 88.22 | 88.57 | 87.96 | 87.05 | 86.53 | 85.81 | 88.41 | 85.70 | 86.64 | 87.61 | 88.38 | 87.02 | 86.22 | 87.96 | 86.77 | 86.86 | 87.83 |
| 953 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.03 | 88.05 | 87.56 | 86.67 | 86.60 | 87.52 | 86.59 | 85.90 | 87.38 | 88.60 | 87.97 | 88.40 | 87.90 | 87.53 | 85.86 | 88.65 | 88.90 | 89.21 | 88.02 | 87.55 | 85.14 | 86.05 | 86.75 | 85.72 | 86.51 | 87.16 |
| 955 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.13 | 88.26 | 87.39 | 88.39 | 87.29 | 87.28 | 87.17 | 87.54 | 88.70 | 88.37 | 87.14 | 86.97 | 89.00 | 88.27 | 87.32 | 88.42 | 88.14 | 88.48 | 89.21 | 87.59 | 86.44 | 86.05 | 88.71 | 85.01 | 86.68 | 87.03 |
| 667 | 372 | 64 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 85.09 | 88.05 | 87.85 | 86.92 | 87.05 | 86.80 | 86.17 | 85.89 | 87.67 | 87.08 | 89.41 | 86.97 | 89.57 | 88.04 | 87.06 | 86.59 | 88.91 | 89.51 | 87.37 | 88.52 | 85.21 | 86.13 | 84.80 | 85.97 | 86.05 | 85.09 |
| 761 | 372 | 64 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.35 | 86.39 | 87.50 | 85.86 | 87.14 | 86.74 | 86.35 | 87.60 | 87.15 | 87.45 | 86.73 | 88.37 | 87.17 | 87.74 | 87.64 | 88.80 | 87.80 | 89.04 | 86.61 | 87.53 | 86.31 | 86.44 | 86.66 | 87.39 | 87.05 | 85.92 |
| 859 | 372 | 64 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 84.58 | 87.09 | 87.84 | 87.32 | 87.24 | 87.90 | 86.72 | 87.78 | 88.95 | 86.65 | 88.25 | 88.72 | 88.34 | 85.70 | 87.65 | 87.51 | 86.55 | 87.27 | 86.47 | 87.09 | 85.40 | 84.25 | 87.67 | 85.07 | 85.38 | 85.89 |
Size of the All data: (144, 29)
Size of the Sig data: (32, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 7 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.38 | 88.52 | 88.31 | 87.77 | 88.04 | 87.18 | 88.42 | 87.06 | 87.19 | 87.38 | 88.76 | 87.08 | 90.11 | 89.16 | 88.25 | 89.36 | 89.16 | 89.92 | 91.08 | 87.24 | 88.17 | 86.51 | 89.33 | 88.21 | 89.47 | 87.20 |
| 2 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.18 | 86.82 | 88.54 | 89.34 | 86.90 | 88.84 | 87.25 | 89.33 | 88.18 | 90.35 | 89.39 | 88.00 | 88.53 | 89.52 | 87.84 | 88.75 | 90.57 | 87.07 | 88.93 | 88.40 | 88.89 | 86.08 | 89.30 | 87.68 | 89.56 | 86.94 |
| 3 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.45 | 89.31 | 89.78 | 88.82 | 88.46 | 87.35 | 87.60 | 87.11 | 86.64 | 89.86 | 89.33 | 87.05 | 85.31 | 89.37 | 87.65 | 90.50 | 87.60 | 90.47 | 87.87 | 89.27 | 89.90 | 86.77 | 90.95 | 86.34 | 88.44 | 86.90 |
| 4 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.53 | 87.75 | 86.52 | 88.45 | 88.75 | 85.54 | 88.28 | 88.69 | 87.74 | 88.10 | 88.22 | 86.81 | 86.48 | 88.74 | 86.87 | 89.39 | 90.36 | 90.18 | 89.92 | 87.65 | 88.57 | 87.47 | 89.25 | 88.24 | 88.49 | 86.31 |
| 26 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.14 | 88.27 | 89.62 | 88.31 | 88.95 | 87.34 | 89.13 | 89.28 | 88.90 | 88.72 | 89.59 | 86.92 | 89.12 | 90.45 | 86.99 | 89.07 | 89.73 | 90.01 | 87.88 | 87.28 | 90.96 | 86.96 | 89.42 | 88.64 | 89.97 | 88.82 |
| 5 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.94 | 88.30 | 90.41 | 90.50 | 89.15 | 88.44 | 88.26 | 88.22 | 90.61 | 88.79 | 89.11 | 88.66 | 89.68 | 89.19 | 88.26 | 88.41 | 89.40 | 89.05 | 89.77 | 87.88 | 89.28 | 89.52 | 90.92 | 89.91 | 90.05 | 88.85 |
| 0 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.58 | 86.91 | 88.34 | 87.68 | 87.76 | 88.12 | 88.38 | 85.22 | 88.99 | 88.73 | 89.07 | 88.31 | 85.88 | 88.58 | 87.70 | 88.67 | 88.41 | 89.61 | 89.97 | 87.47 | 88.17 | 88.08 | 89.08 | 88.38 | 87.95 | 87.24 |
| 21 | 372 | 64 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.06 | 88.62 | 88.58 | 88.09 | 90.17 | 85.27 | 89.49 | 87.48 | 88.52 | 88.92 | 87.86 | 85.93 | 87.52 | 89.43 | 86.65 | 88.99 | 89.39 | 89.34 | 90.10 | 89.60 | 86.97 | 87.79 | 90.57 | 87.34 | 88.76 | 86.56 |
| 30 | 372 | 64 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.09 | 88.53 | 90.24 | 88.77 | 87.87 | 86.81 | 88.42 | 88.45 | 91.15 | 90.83 | 87.36 | 87.47 | 89.44 | 89.58 | 83.59 | 89.18 | 87.65 | 88.63 | 88.14 | 88.22 | 87.37 | 86.95 | 89.70 | 85.35 | 87.40 | 84.76 |
| 19 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.71 | 90.58 | 87.46 | 86.90 | 88.52 | 88.86 | 89.31 | 89.57 | 89.31 | 86.87 | 89.73 | 87.70 | 89.36 | 89.32 | 88.71 | 88.53 | 87.75 | 87.36 | 90.35 | 88.84 | 87.64 | 88.39 | 88.70 | 86.92 | 89.37 | 86.82 |
| 6 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.98 | 88.46 | 86.14 | 86.31 | 86.82 | 87.28 | 88.09 | 86.20 | 89.69 | 88.97 | 89.36 | 88.74 | 88.30 | 90.23 | 86.98 | 88.66 | 88.74 | 88.27 | 89.36 | 86.66 | 86.17 | 87.32 | 88.41 | 88.11 | 86.52 | 85.20 |
| 28 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.63 | 88.56 | 90.43 | 86.99 | 87.42 | 88.80 | 87.42 | 87.42 | 88.87 | 88.26 | 88.17 | 84.93 | 89.53 | 88.88 | 88.17 | 88.83 | 88.61 | 88.39 | 90.17 | 87.69 | 89.86 | 87.78 | 89.82 | 88.12 | 88.90 | 85.43 |
| 12 | 372 | 64 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.87 | 85.31 | 88.33 | 87.72 | 88.88 | 88.48 | 88.31 | 88.19 | 88.53 | 87.70 | 88.78 | 87.22 | 89.47 | 90.16 | 87.87 | 89.51 | 88.27 | 90.19 | 91.63 | 86.97 | 90.54 | 87.06 | 91.26 | 89.53 | 87.40 | 88.22 |
| 25 | 372 | 64 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.19 | 89.82 | 88.47 | 87.54 | 88.08 | 89.10 | 88.26 | 88.78 | 88.45 | 88.72 | 90.12 | 87.76 | 89.56 | 90.34 | 88.19 | 90.27 | 90.44 | 89.35 | 87.58 | 89.77 | 89.18 | 87.66 | 89.84 | 88.42 | 86.36 | 87.33 |
| 15 | 372 | 64 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.52 | 88.65 | 87.87 | 87.25 | 88.82 | 87.44 | 88.23 | 89.24 | 89.76 | 88.39 | 90.79 | 90.24 | 88.22 | 88.82 | 86.89 | 90.03 | 88.67 | 87.13 | 90.61 | 88.11 | 87.88 | 88.18 | 90.13 | 87.46 | 87.98 | 88.21 |
| 17 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.11 | 88.01 | 87.42 | 87.11 | 90.00 | 89.25 | 87.96 | 89.12 | 90.30 | 89.84 | 90.20 | 87.97 | 88.60 | 90.60 | 88.93 | 89.80 | 90.52 | 90.63 | 90.03 | 89.94 | 90.27 | 87.32 | 91.75 | 87.38 | 88.80 | 88.24 |
| 13 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.68 | 88.66 | 89.73 | 88.76 | 90.00 | 90.13 | 89.42 | 90.41 | 88.63 | 90.55 | 90.69 | 89.20 | 89.19 | 89.20 | 88.96 | 90.59 | 88.72 | 88.94 | 89.04 | 88.77 | 89.30 | 88.19 | 92.52 | 89.17 | 87.33 | 86.81 |
| 14 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.90 | 86.75 | 90.20 | 88.84 | 88.92 | 89.50 | 89.71 | 86.38 | 88.90 | 90.06 | 89.98 | 87.54 | 90.30 | 89.22 | 86.99 | 87.69 | 87.32 | 89.41 | 91.09 | 89.99 | 89.36 | 88.34 | 88.66 | 90.97 | 88.10 | 86.71 |
| 20 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.96 | 87.32 | 90.60 | 89.08 | 90.17 | 88.72 | 89.50 | 86.96 | 88.37 | 89.56 | 89.33 | 88.75 | 90.11 | 88.55 | 88.75 | 89.15 | 88.41 | 88.55 | 89.39 | 88.12 | 87.74 | 88.31 | 91.08 | 88.48 | 88.78 | 89.51 |
| 11 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.79 | 87.61 | 89.76 | 88.62 | 88.98 | 88.91 | 88.93 | 89.52 | 89.51 | 89.17 | 90.47 | 89.46 | 88.16 | 89.46 | 88.56 | 89.58 | 88.27 | 90.72 | 89.62 | 88.64 | 91.21 | 87.55 | 89.62 | 88.97 | 89.13 | 90.48 |
| 22 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.83 | 89.01 | 89.74 | 87.70 | 87.53 | 89.00 | 89.37 | 88.53 | 88.71 | 88.74 | 88.79 | 88.85 | 90.12 | 88.86 | 89.13 | 89.08 | 90.56 | 90.94 | 90.83 | 87.90 | 90.15 | 88.96 | 90.32 | 88.79 | 88.14 | 89.65 |
| 27 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.14 | 88.52 | 89.42 | 87.93 | 88.46 | 86.32 | 88.30 | 88.63 | 89.68 | 90.80 | 88.03 | 89.39 | 89.40 | 86.77 | 89.69 | 89.62 | 88.99 | 89.63 | 89.55 | 89.66 | 89.53 | 88.90 | 89.87 | 89.43 | 89.86 | 88.93 |
| 18 | 372 | 64 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.57 | 89.36 | 91.19 | 89.97 | 89.48 | 89.32 | 89.26 | 89.23 | 89.70 | 88.41 | 87.79 | 86.99 | 90.60 | 90.07 | 88.77 | 91.32 | 91.43 | 90.26 | 89.44 | 88.96 | 87.40 | 89.22 | 89.92 | 89.40 | 89.04 | 88.75 |
| 24 | 372 | 64 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.61 | 87.83 | 91.14 | 89.43 | 91.90 | 89.96 | 89.57 | 88.59 | 89.20 | 89.47 | 88.76 | 87.50 | 89.33 | 88.76 | 87.98 | 89.91 | 89.73 | 89.66 | 89.69 | 88.66 | 89.57 | 87.79 | 90.45 | 88.73 | 88.02 | 89.10 |
| 10 | 372 | 64 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.17 | 87.43 | 91.19 | 89.13 | 87.33 | 91.04 | 88.84 | 89.16 | 90.12 | 89.32 | 91.48 | 89.77 | 88.18 | 90.41 | 87.71 | 89.69 | 90.35 | 89.25 | 91.99 | 88.66 | 88.68 | 88.69 | 90.74 | 88.70 | 89.80 | 88.15 |
| 8 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.64 | 88.99 | 89.46 | 88.46 | 89.74 | 89.61 | 89.99 | 90.03 | 89.69 | 87.53 | 90.06 | 88.88 | 90.75 | 90.51 | 87.77 | 90.64 | 90.51 | 90.56 | 90.07 | 90.27 | 90.10 | 89.22 | 90.98 | 88.67 | 89.02 | 86.77 |
| 9 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.32 | 88.68 | 91.01 | 88.50 | 89.29 | 89.02 | 90.45 | 89.79 | 90.81 | 88.86 | 90.67 | 91.04 | 88.56 | 90.26 | 88.94 | 90.22 | 89.28 | 87.07 | 89.46 | 88.19 | 91.21 | 87.92 | 90.20 | 88.72 | 88.56 | 85.24 |
| 16 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.43 | 90.27 | 89.01 | 88.98 | 89.57 | 89.92 | 89.58 | 88.04 | 89.75 | 91.22 | 88.93 | 87.84 | 88.29 | 88.25 | 87.54 | 89.32 | 91.10 | 90.34 | 88.91 | 90.37 | 89.08 | 88.01 | 90.93 | 88.17 | 90.37 | 90.04 |
| 1 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.45 | 89.99 | 90.76 | 89.09 | 89.87 | 88.54 | 88.72 | 89.20 | 88.78 | 89.36 | 87.74 | 88.82 | 89.91 | 88.63 | 89.39 | 88.40 | 89.61 | 89.14 | 90.75 | 89.18 | 88.62 | 88.72 | 90.69 | 89.10 | 89.47 | 88.31 |
| 29 | 372 | 64 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.33 | 88.88 | 89.40 | 89.58 | 88.89 | 88.15 | 89.33 | 89.17 | 90.02 | 88.33 | 90.77 | 88.62 | 91.13 | 89.08 | 87.75 | 88.00 | 90.14 | 90.94 | 88.83 | 89.42 | 87.91 | 87.84 | 89.30 | 88.61 | 88.13 | 90.20 |
| 23 | 372 | 64 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.93 | 88.33 | 89.42 | 89.26 | 90.11 | 88.67 | 91.11 | 88.89 | 90.18 | 89.45 | 91.96 | 87.48 | 89.83 | 89.99 | 89.93 | 90.34 | 89.72 | 88.37 | 90.03 | 89.38 | 89.96 | 89.19 | 90.98 | 90.58 | 89.94 | 86.94 |
| 31 | 372 | 64 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.60 | 90.01 | 89.88 | 89.78 | 90.94 | 90.18 | 90.53 | 89.43 | 88.90 | 92.15 | 89.68 | 89.72 | 89.11 | 89.42 | 88.10 | 89.23 | 90.10 | 88.69 | 89.56 | 86.24 | 88.39 | 87.44 | 90.40 | 88.10 | 88.82 | 89.20 |
Size of the test data: (32, 34)
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_11 | 88.012500 | 0.678124 |
| mAP_valid_abs_values_18 | 88.000937 | 0.671634 |
| mAP_valid_abs_values_16 | 87.995937 | 0.620405 |
| mAP_valid_abs_values_19 | 87.953438 | 0.664771 |
| mAP_valid_abs_values_20 | 87.947812 | 0.814378 |
| mAP_valid_abs_values_13 | 87.925313 | 0.904740 |
| mAP_valid_abs_values_12 | 87.881563 | 0.959200 |
| mAP_valid_abs_values_6 | 87.797500 | 0.671522 |
| mAP_valid_abs_values_9 | 87.546875 | 0.790861 |
| mAP_valid_abs_values_23 | 87.496875 | 1.114128 |
| mAP_valid_abs_values_8 | 87.474375 | 0.857133 |
| mAP_valid_abs_values_10 | 87.419062 | 0.696852 |
| mAP_valid_abs_values_7 | 87.396250 | 0.741736 |
| mAP_valid_abs_values_14 | 87.258750 | 0.881431 |
| mAP_valid_abs_values_17 | 87.256563 | 0.923879 |
| mAP_valid_abs_values_15 | 87.145938 | 0.644550 |
| mAP_valid_abs_values_5 | 87.082500 | 0.797144 |
| mAP_valid_abs_values_4 | 86.983750 | 0.944590 |
| mAP_valid_abs_values_2 | 86.910000 | 0.737682 |
| mAP_valid_abs_values_3 | 86.875625 | 0.942046 |
| mAP_valid_abs_values_25 | 86.789687 | 1.073476 |
| mAP_valid_abs_values | 86.627813 | 1.077101 |
| mAP_valid_abs_values_21 | 86.508750 | 1.079467 |
| mAP_valid_abs_values_26 | 86.435625 | 0.941950 |
| mAP_valid_abs_values_22 | 86.239688 | 0.861257 |
| mAP_valid_abs_values_24 | 86.214375 | 1.105342 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
optimal_params.to_csv('optimal_params_64bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_23 | 90.159063 | 0.937840 |
| mAP_test_abs_values_19 | 89.738750 | 1.041611 |
| mAP_test_abs_values_11 | 89.405313 | 1.134901 |
| mAP_test_abs_values_16 | 89.397813 | 0.825660 |
| mAP_test_abs_values_14 | 89.369062 | 0.818280 |
| mAP_test_abs_values_17 | 89.359688 | 1.086992 |
| mAP_test_abs_values_3 | 89.324062 | 1.321946 |
| mAP_test_abs_values_18 | 89.314687 | 1.131642 |
| mAP_test_abs_values_9 | 89.180625 | 0.997377 |
| mAP_test_abs_values_10 | 89.169063 | 1.167076 |
| mAP_test_abs_values_13 | 89.002500 | 1.325477 |
| mAP_test_abs_values_21 | 89.000937 | 1.256732 |
| mAP_test_abs_values_5 | 88.930312 | 1.165220 |
| mAP_test_abs_values_7 | 88.919375 | 0.910391 |
| average_map | 88.857644 | 0.496869 |
| mAP_test_abs_values_25 | 88.685313 | 1.005151 |
| mAP_test_abs_values | 88.678437 | 1.107238 |
| mAP_test_abs_values_20 | 88.543750 | 1.073925 |
| mAP_test_abs_values_8 | 88.478750 | 1.199913 |
| mAP_test_abs_values_6 | 88.471563 | 1.332945 |
| mAP_test_abs_values_4 | 88.458125 | 0.980153 |
| mAP_test_abs_values_24 | 88.456875 | 1.115641 |
| mAP_test_abs_values_2 | 88.439375 | 1.121896 |
| mAP_test_abs_values_12 | 88.145000 | 1.272965 |
| mAP_test_abs_values_15 | 87.984375 | 1.166151 |
| mAP_test_abs_values_22 | 87.941563 | 0.847235 |
| mAP_test_abs_values_26 | 87.744375 | 1.528267 |
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid_mwu_64['id'] = res_valid_mwu_64.index.to_series().apply(extract_number)
res_test_mwu_64['id'] = res_test_mwu_64.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid_mwu_64,res_test_mwu_64])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test_mwu_64 = res_test_mwu_64.sort_values(by=['id']).reset_index().query("index !='average_map'")
res_valid_mwu_64 = res_valid_mwu_64.reset_index(drop=True)
res_valid_mwu_64.columns = ['valid_score', 'std', 'id']
res_valid_mwu_64 = res_valid_mwu_64[['valid_score', 'id']]
res_test_mwu_64.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_64 = res_test_mwu_64[['test_score', 'id']]
result_merged_mwu_64 = pd.merge(res_valid_mwu_64,res_test_mwu_64,on='id')
result_merged_mwu_64.sort_values(by=['valid_score'], ascending=False,inplace=True)
result_merged_mwu_64 = result_merged_mwu_64[['id','valid_score','test_score']]
html_table = result_merged_mwu_64.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))| id | valid_score | test_score | |
|---|---|---|---|
| 0 | 11 | 88.012500 | 89.405313 |
| 1 | 18 | 88.000937 | 89.314687 |
| 2 | 16 | 87.995937 | 89.397813 |
| 3 | 19 | 87.953438 | 89.738750 |
| 4 | 20 | 87.947812 | 88.543750 |
| 5 | 13 | 87.925313 | 89.002500 |
| 6 | 12 | 87.881563 | 88.145000 |
| 7 | 6 | 87.797500 | 88.471563 |
| 8 | 9 | 87.546875 | 89.180625 |
| 9 | 23 | 87.496875 | 90.159063 |
| 10 | 8 | 87.474375 | 88.478750 |
| 11 | 10 | 87.419062 | 89.169063 |
| 12 | 7 | 87.396250 | 88.919375 |
| 13 | 14 | 87.258750 | 89.369062 |
| 14 | 17 | 87.256563 | 89.359688 |
| 15 | 15 | 87.145938 | 87.984375 |
| 16 | 5 | 87.082500 | 88.930312 |
| 17 | 4 | 86.983750 | 88.458125 |
| 18 | 2 | 86.910000 | 88.439375 |
| 19 | 3 | 86.875625 | 89.324062 |
| 20 | 25 | 86.789687 | 88.685313 |
| 21 | 1 | 86.627813 | 88.678437 |
| 22 | 21 | 86.508750 | 89.000937 |
| 23 | 26 | 86.435625 | 87.744375 |
| 24 | 22 | 86.239688 | 87.941563 |
| 25 | 24 | 86.214375 | 88.456875 |
Code
#%%
dt_valid = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_24082024_{layer_vsn}.csv")
dt_test = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_24082024_{layer_vsn}.csv")
output_size = 72
query = (
"output_size == @output_size "
)
dt_valid = dt_valid.query(query)
dt_test = dt_test.query(query)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 28 | 372 | 72 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 81.79 | 81.41 | 81.94 | 83.62 | 81.27 | 83.88 | 85.90 | 80.16 | 82.01 | 82.52 | 84.47 | 81.38 | 83.98 | 82.81 | 82.02 | 85.25 | 81.39 | 82.21 | 84.90 | 85.67 | 82.98 | 81.92 | 83.62 | 83.13 | 82.84 | 81.58 |
| 29 | 372 | 72 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 83.90 | 83.27 | 84.26 | 83.63 | 81.36 | 82.93 | 85.11 | 84.63 | 83.03 | 86.33 | 86.73 | 85.84 | 85.90 | 85.12 | 84.44 | 83.68 | 83.81 | 85.06 | 84.70 | 83.38 | 80.97 | 80.89 | 82.37 | 81.20 | 80.61 | 80.81 |
| 30 | 372 | 72 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.00 | 81.99 | 84.66 | 84.62 | 82.83 | 85.55 | 83.74 | 84.06 | 85.26 | 83.98 | 84.88 | 85.24 | 86.87 | 85.40 | 84.65 | 86.51 | 83.30 | 86.81 | 85.67 | 86.93 | 82.09 | 80.89 | 78.04 | 82.29 | 80.53 | 82.62 |
| 31 | 372 | 72 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 85.30 | 85.24 | 84.30 | 85.72 | 83.63 | 81.92 | 83.98 | 86.47 | 84.47 | 84.47 | 85.38 | 86.00 | 85.12 | 85.61 | 85.40 | 84.89 | 84.74 | 86.41 | 85.94 | 87.56 | 81.01 | 84.46 | 84.70 | 81.47 | 83.11 | 82.83 |
| 60 | 372 | 72 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 81.91 | 82.24 | 83.37 | 84.64 | 83.37 | 82.39 | 83.64 | 85.07 | 84.93 | 83.37 | 85.80 | 85.62 | 85.18 | 83.15 | 84.08 | 85.23 | 83.91 | 84.95 | 85.13 | 85.35 | 80.00 | 83.24 | 81.99 | 83.01 | 82.72 | 83.01 |
| 61 | 372 | 72 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 84.32 | 85.17 | 84.08 | 82.14 | 83.66 | 87.33 | 85.51 | 85.00 | 84.50 | 87.29 | 87.04 | 84.28 | 85.98 | 86.03 | 85.74 | 86.81 | 84.16 | 85.40 | 85.59 | 86.25 | 83.73 | 83.96 | 82.87 | 81.21 | 83.91 | 83.99 |
| 62 | 372 | 72 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 82.05 | 83.60 | 85.88 | 82.76 | 82.54 | 85.93 | 84.47 | 88.22 | 84.97 | 84.18 | 86.97 | 86.22 | 86.29 | 84.28 | 84.42 | 84.90 | 84.81 | 87.50 | 86.38 | 86.44 | 82.88 | 83.26 | 84.18 | 81.45 | 83.09 | 82.83 |
| 63 | 372 | 72 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 81.96 | 85.64 | 84.17 | 82.32 | 83.49 | 87.82 | 85.27 | 86.47 | 86.93 | 82.67 | 84.05 | 87.29 | 87.85 | 86.05 | 84.33 | 83.77 | 86.71 | 86.35 | 84.55 | 85.51 | 83.87 | 83.60 | 83.96 | 83.39 | 81.90 | 84.18 |
| 92 | 372 | 72 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 82.74 | 82.29 | 83.84 | 83.02 | 83.81 | 81.71 | 82.36 | 81.70 | 84.24 | 83.95 | 84.42 | 86.54 | 85.09 | 85.70 | 83.52 | 85.04 | 85.23 | 83.66 | 84.38 | 85.29 | 82.34 | 81.87 | 80.96 | 83.20 | 83.61 | 82.70 |
| 93 | 372 | 72 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 82.53 | 86.45 | 82.58 | 85.53 | 84.91 | 85.94 | 84.37 | 84.96 | 83.72 | 86.45 | 85.10 | 86.11 | 87.15 | 85.75 | 84.30 | 84.53 | 83.79 | 85.45 | 85.79 | 83.25 | 84.04 | 83.46 | 85.63 | 82.91 | 81.95 | 82.90 |
| 94 | 372 | 72 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 84.45 | 85.81 | 83.57 | 84.36 | 83.56 | 85.31 | 86.08 | 84.60 | 87.42 | 86.34 | 84.65 | 85.93 | 86.42 | 86.26 | 85.98 | 85.93 | 86.95 | 86.04 | 84.57 | 86.61 | 82.80 | 84.55 | 83.42 | 81.31 | 83.02 | 83.84 |
| 95 | 372 | 72 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 19.49 | 82.82 | 85.43 | 82.77 | 84.13 | 86.25 | 85.92 | 85.14 | 85.85 | 83.92 | 86.22 | 87.91 | 86.58 | 86.00 | 85.94 | 85.13 | 85.64 | 87.19 | 86.77 | 86.76 | 83.34 | 85.84 | 82.99 | 85.39 | 84.41 | 83.16 |
| 124 | 372 | 72 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 81.75 | 84.21 | 81.19 | 83.77 | 82.57 | 84.19 | 81.46 | 85.54 | 83.94 | 84.10 | 83.68 | 84.51 | 86.28 | 82.95 | 83.49 | 83.85 | 82.28 | 84.32 | 85.58 | 84.65 | 84.42 | 80.02 | 81.44 | 80.69 | 80.60 | 83.50 |
| 125 | 372 | 72 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 84.63 | 84.64 | 82.80 | 83.79 | 83.04 | 86.75 | 87.04 | 86.50 | 84.92 | 84.45 | 86.63 | 86.67 | 86.62 | 87.50 | 87.32 | 85.67 | 83.63 | 85.74 | 87.04 | 85.51 | 81.79 | 82.37 | 83.43 | 83.21 | 81.61 | 85.24 |
| 126 | 372 | 72 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 84.50 | 84.61 | 85.85 | 84.52 | 85.37 | 84.14 | 86.43 | 84.05 | 85.51 | 85.32 | 87.73 | 86.41 | 83.81 | 85.53 | 84.98 | 87.68 | 85.41 | 88.19 | 85.02 | 86.95 | 81.74 | 82.44 | 85.65 | 82.95 | 84.16 | 81.42 |
| 127 | 372 | 72 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 84.69 | 85.41 | 85.03 | 86.53 | 82.89 | 84.51 | 84.78 | 85.28 | 86.49 | 84.46 | 87.12 | 87.35 | 84.28 | 85.84 | 85.85 | 86.86 | 85.65 | 87.95 | 87.83 | 86.24 | 84.12 | 83.98 | 83.95 | 85.03 | 83.91 | 82.94 |
| 156 | 372 | 72 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 84.33 | 84.07 | 85.60 | 85.35 | 85.15 | 83.95 | 84.84 | 84.55 | 84.64 | 83.79 | 85.59 | 84.24 | 85.04 | 85.74 | 84.19 | 84.58 | 84.30 | 86.33 | 85.18 | 85.92 | 82.79 | 81.80 | 84.08 | 82.43 | 83.38 | 81.10 |
| 157 | 372 | 72 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 85.07 | 84.49 | 84.78 | 85.53 | 84.25 | 86.22 | 87.55 | 84.60 | 84.57 | 85.34 | 85.55 | 86.00 | 87.08 | 87.50 | 85.20 | 85.34 | 85.27 | 85.03 | 85.92 | 84.83 | 84.68 | 82.72 | 83.38 | 82.36 | 84.12 | 84.34 |
| 158 | 372 | 72 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.32 | 84.69 | 84.42 | 85.99 | 84.32 | 84.77 | 82.72 | 86.22 | 86.73 | 85.30 | 86.09 | 86.63 | 87.35 | 87.33 | 86.36 | 86.56 | 85.56 | 85.28 | 86.26 | 86.74 | 83.87 | 82.83 | 84.80 | 86.23 | 83.73 | 83.61 |
| 159 | 372 | 72 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 84.40 | 85.74 | 84.45 | 84.09 | 86.72 | 85.47 | 88.54 | 85.79 | 86.77 | 87.46 | 85.03 | 85.16 | 85.42 | 87.46 | 87.99 | 89.16 | 85.01 | 89.04 | 87.40 | 86.69 | 83.84 | 84.46 | 84.07 | 84.00 | 84.66 | 83.74 |
| 188 | 372 | 72 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 82.55 | 81.33 | 82.54 | 85.55 | 77.70 | 84.08 | 85.57 | 85.46 | 85.37 | 83.81 | 85.82 | 85.76 | 86.43 | 84.11 | 85.83 | 84.62 | 84.97 | 85.94 | 85.96 | 86.38 | 83.78 | 82.71 | 82.35 | 83.69 | 84.49 | 83.51 |
| 189 | 372 | 72 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 84.44 | 85.11 | 84.42 | 83.98 | 85.54 | 86.87 | 85.62 | 85.59 | 87.07 | 84.72 | 85.76 | 84.10 | 85.97 | 84.82 | 84.63 | 87.26 | 86.72 | 86.37 | 85.00 | 86.03 | 84.78 | 84.48 | 83.42 | 86.10 | 84.47 | 87.64 |
| 190 | 372 | 72 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 84.43 | 84.56 | 86.77 | 85.01 | 84.75 | 85.34 | 83.86 | 85.56 | 85.36 | 84.86 | 85.61 | 84.45 | 88.26 | 85.61 | 87.07 | 85.54 | 86.42 | 85.42 | 85.92 | 85.85 | 86.61 | 83.03 | 83.46 | 84.17 | 84.20 | 85.91 |
| 191 | 372 | 72 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 85.87 | 86.13 | 84.56 | 85.07 | 83.71 | 84.57 | 83.82 | 86.20 | 84.86 | 85.07 | 84.40 | 86.42 | 89.51 | 85.37 | 85.58 | 88.36 | 87.16 | 84.69 | 85.40 | 88.15 | 82.93 | 84.57 | 84.17 | 82.70 | 84.45 | 84.04 |
| 220 | 372 | 72 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 82.65 | 83.55 | 84.17 | 84.08 | 83.14 | 86.37 | 84.35 | 86.04 | 85.07 | 84.05 | 86.46 | 87.00 | 83.78 | 84.86 | 84.69 | 84.73 | 84.39 | 86.59 | 85.21 | 87.35 | 82.50 | 83.68 | 83.23 | 84.53 | 81.92 | 82.19 |
| 221 | 372 | 72 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 85.23 | 86.40 | 84.03 | 85.36 | 84.43 | 85.81 | 19.49 | 86.69 | 86.22 | 85.30 | 87.23 | 86.43 | 87.39 | 85.75 | 85.76 | 87.15 | 85.23 | 87.52 | 88.65 | 86.30 | 84.20 | 81.80 | 83.58 | 83.50 | 84.18 | 85.35 |
| 222 | 372 | 72 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 84.72 | 85.39 | 85.52 | 85.53 | 84.21 | 86.34 | 86.07 | 87.68 | 87.35 | 85.52 | 86.37 | 86.77 | 85.76 | 86.24 | 85.66 | 86.65 | 86.66 | 86.25 | 87.44 | 86.22 | 84.03 | 81.91 | 85.10 | 83.03 | 83.99 | 84.55 |
| 223 | 372 | 72 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 84.25 | 85.44 | 86.24 | 87.25 | 84.05 | 84.03 | 85.24 | 86.26 | 85.63 | 86.32 | 85.61 | 85.84 | 84.74 | 85.01 | 84.32 | 86.30 | 85.93 | 87.09 | 86.45 | 88.31 | 84.06 | 84.64 | 85.94 | 83.49 | 82.65 | 82.51 |
| 252 | 372 | 72 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 83.83 | 85.94 | 83.63 | 85.94 | 84.19 | 85.53 | 84.06 | 85.08 | 85.72 | 83.51 | 83.67 | 86.13 | 87.46 | 86.12 | 83.82 | 86.71 | 85.62 | 85.75 | 85.74 | 84.57 | 83.15 | 83.68 | 83.55 | 83.91 | 83.31 | 82.81 |
| 253 | 372 | 72 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 83.81 | 86.17 | 86.95 | 86.76 | 85.49 | 87.32 | 87.75 | 87.34 | 86.25 | 85.05 | 86.32 | 85.93 | 87.43 | 86.32 | 85.66 | 85.74 | 86.64 | 86.13 | 86.34 | 87.39 | 83.63 | 84.70 | 85.61 | 84.56 | 83.69 | 85.45 |
| 254 | 372 | 72 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 84.29 | 86.75 | 86.86 | 84.52 | 86.22 | 87.46 | 87.08 | 87.64 | 87.85 | 86.92 | 86.35 | 86.29 | 86.26 | 86.84 | 86.56 | 86.28 | 87.22 | 83.41 | 86.09 | 86.33 | 86.45 | 84.30 | 83.63 | 83.53 | 83.91 | 84.98 |
| 255 | 372 | 72 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 84.98 | 82.88 | 83.54 | 86.01 | 85.76 | 86.14 | 87.37 | 87.30 | 87.27 | 85.44 | 87.21 | 86.74 | 86.23 | 87.46 | 86.01 | 87.37 | 85.24 | 86.74 | 86.93 | 85.86 | 85.12 | 84.60 | 82.64 | 84.67 | 84.18 | 86.19 |
| 284 | 372 | 72 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 81.61 | 84.10 | 83.65 | 83.96 | 86.74 | 85.19 | 87.21 | 84.75 | 86.42 | 84.96 | 85.56 | 85.05 | 83.10 | 85.79 | 85.76 | 84.71 | 85.90 | 85.62 | 87.69 | 84.99 | 83.25 | 83.73 | 83.83 | 82.24 | 81.00 | 84.36 |
| 285 | 372 | 72 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 84.30 | 85.18 | 84.73 | 85.54 | 84.09 | 84.30 | 85.35 | 85.34 | 86.52 | 87.37 | 84.07 | 85.28 | 87.20 | 85.12 | 86.80 | 88.12 | 83.04 | 87.29 | 86.96 | 84.53 | 85.26 | 83.33 | 86.76 | 82.85 | 83.79 | 82.93 |
| 286 | 372 | 72 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 85.01 | 84.66 | 86.04 | 84.84 | 86.25 | 85.73 | 87.94 | 86.29 | 86.62 | 86.66 | 87.18 | 86.72 | 85.57 | 87.24 | 86.02 | 87.02 | 87.57 | 86.28 | 87.34 | 84.44 | 83.90 | 83.39 | 82.25 | 83.80 | 82.72 | 83.13 |
| 287 | 372 | 72 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.34 | 86.00 | 84.66 | 83.49 | 86.20 | 87.02 | 84.80 | 87.18 | 86.59 | 87.89 | 87.80 | 84.66 | 87.03 | 86.15 | 87.89 | 86.44 | 87.10 | 86.07 | 85.64 | 85.97 | 82.99 | 82.92 | 83.68 | 85.06 | 84.95 | 85.11 |
| 316 | 372 | 72 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 83.86 | 82.14 | 83.91 | 81.54 | 80.78 | 82.76 | 82.01 | 82.37 | 82.47 | 82.04 | 85.86 | 83.62 | 84.64 | 82.41 | 82.00 | 82.90 | 83.75 | 82.00 | 84.89 | 84.43 | 81.30 | 81.50 | 83.97 | 82.54 | 80.68 | 81.68 |
| 317 | 372 | 72 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.10 | 84.82 | 83.56 | 85.43 | 83.69 | 84.89 | 88.29 | 85.09 | 86.74 | 85.46 | 87.00 | 86.16 | 84.41 | 83.80 | 85.39 | 85.60 | 87.50 | 86.48 | 85.88 | 85.28 | 83.96 | 83.05 | 81.44 | 83.91 | 82.58 | 83.13 |
| 318 | 372 | 72 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 82.34 | 83.42 | 84.54 | 83.29 | 83.61 | 84.57 | 85.30 | 84.69 | 84.66 | 85.33 | 85.71 | 85.08 | 85.29 | 86.50 | 82.10 | 86.94 | 85.14 | 85.19 | 85.15 | 86.91 | 82.91 | 81.67 | 83.31 | 80.72 | 82.83 | 81.69 |
| 319 | 372 | 72 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 82.74 | 85.73 | 84.41 | 83.71 | 82.30 | 85.69 | 85.16 | 84.70 | 85.98 | 85.85 | 85.62 | 84.38 | 85.97 | 84.28 | 85.42 | 86.26 | 85.25 | 84.92 | 85.38 | 83.95 | 82.79 | 83.94 | 81.34 | 80.94 | 79.51 | 82.07 |
| 348 | 372 | 72 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 81.97 | 83.00 | 83.18 | 81.89 | 82.92 | 85.32 | 83.67 | 83.46 | 83.74 | 83.25 | 85.98 | 83.17 | 84.16 | 83.59 | 82.94 | 85.37 | 83.06 | 83.84 | 83.48 | 83.36 | 83.29 | 82.65 | 82.12 | 82.02 | 82.12 | 83.40 |
| 349 | 372 | 72 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.64 | 84.00 | 84.63 | 85.30 | 84.10 | 85.47 | 84.50 | 88.11 | 87.93 | 87.23 | 86.52 | 85.84 | 84.29 | 85.39 | 86.25 | 85.41 | 86.39 | 86.38 | 85.17 | 87.40 | 83.59 | 82.19 | 82.83 | 82.45 | 83.18 | 82.64 |
| 350 | 372 | 72 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 82.77 | 86.52 | 83.92 | 84.19 | 87.34 | 85.04 | 85.65 | 88.07 | 86.36 | 87.78 | 87.51 | 85.65 | 87.01 | 86.36 | 84.06 | 86.66 | 86.90 | 87.11 | 84.17 | 87.70 | 83.85 | 83.77 | 85.19 | 84.84 | 83.69 | 84.31 |
| 351 | 372 | 72 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 82.57 | 86.00 | 83.67 | 83.18 | 85.20 | 85.10 | 85.51 | 83.85 | 87.73 | 87.09 | 85.99 | 86.89 | 85.25 | 87.09 | 85.31 | 86.47 | 84.52 | 85.91 | 85.84 | 84.44 | 83.79 | 86.73 | 83.34 | 84.28 | 82.15 | 83.45 |
| 380 | 372 | 72 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 83.28 | 83.76 | 83.93 | 82.59 | 83.54 | 86.34 | 86.60 | 85.62 | 83.66 | 83.93 | 84.41 | 84.88 | 84.55 | 83.51 | 85.14 | 84.26 | 82.52 | 82.41 | 85.31 | 85.59 | 83.02 | 83.02 | 78.99 | 81.40 | 82.02 | 81.79 |
| 381 | 372 | 72 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 84.63 | 84.54 | 86.34 | 84.23 | 87.04 | 86.66 | 83.36 | 85.43 | 85.48 | 85.78 | 84.71 | 84.98 | 85.17 | 83.99 | 87.00 | 86.64 | 84.04 | 86.37 | 85.42 | 87.70 | 83.48 | 82.70 | 85.57 | 84.78 | 83.45 | 82.32 |
| 382 | 372 | 72 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.59 | 84.53 | 83.78 | 83.19 | 84.21 | 87.71 | 83.86 | 85.40 | 86.58 | 86.34 | 86.91 | 85.82 | 85.73 | 85.21 | 85.34 | 86.61 | 85.40 | 86.19 | 86.76 | 86.27 | 82.60 | 84.38 | 82.25 | 83.79 | 82.95 | 81.99 |
| 383 | 372 | 72 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.57 | 84.01 | 84.30 | 86.29 | 86.20 | 87.04 | 86.27 | 84.90 | 85.02 | 86.84 | 85.90 | 85.61 | 86.57 | 84.91 | 85.52 | 84.35 | 86.72 | 86.17 | 85.41 | 86.24 | 82.62 | 83.34 | 82.15 | 83.60 | 84.43 | 81.90 |
| 412 | 372 | 72 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 84.28 | 83.29 | 85.10 | 83.44 | 83.49 | 82.56 | 85.82 | 84.86 | 87.28 | 85.08 | 84.61 | 85.07 | 86.24 | 85.08 | 84.91 | 85.15 | 85.06 | 84.15 | 86.96 | 85.53 | 83.38 | 82.95 | 19.49 | 83.48 | 83.58 | 82.24 |
| 413 | 372 | 72 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 83.26 | 85.07 | 84.02 | 85.60 | 84.26 | 86.44 | 85.74 | 86.03 | 87.02 | 85.95 | 84.04 | 86.17 | 85.64 | 87.56 | 85.45 | 85.59 | 86.37 | 86.46 | 86.84 | 85.99 | 82.64 | 82.13 | 85.57 | 84.48 | 83.66 | 83.92 |
| 414 | 372 | 72 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 85.60 | 83.13 | 84.68 | 85.81 | 85.09 | 84.71 | 84.52 | 84.70 | 86.62 | 85.14 | 87.37 | 86.84 | 86.83 | 86.50 | 84.13 | 87.19 | 84.83 | 87.81 | 85.92 | 86.67 | 86.76 | 81.90 | 84.64 | 84.24 | 84.10 | 83.46 |
| 415 | 372 | 72 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.43 | 86.20 | 85.40 | 85.23 | 83.25 | 86.94 | 87.76 | 87.79 | 85.70 | 85.69 | 86.10 | 87.42 | 87.12 | 84.43 | 85.53 | 85.53 | 87.45 | 85.71 | 87.72 | 87.31 | 83.94 | 84.41 | 85.70 | 84.77 | 83.89 | 82.95 |
| 444 | 372 | 72 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 84.52 | 85.15 | 82.88 | 84.65 | 83.47 | 85.34 | 83.83 | 84.35 | 85.92 | 86.68 | 84.40 | 85.57 | 85.02 | 84.07 | 85.36 | 84.08 | 83.61 | 84.73 | 85.66 | 85.22 | 83.22 | 81.95 | 83.36 | 82.95 | 85.67 | 82.14 |
| 445 | 372 | 72 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 84.53 | 84.25 | 85.27 | 85.68 | 86.01 | 86.39 | 85.86 | 85.37 | 87.56 | 86.33 | 85.37 | 86.47 | 87.56 | 86.11 | 86.14 | 85.55 | 85.98 | 86.32 | 84.67 | 86.60 | 82.63 | 82.52 | 82.61 | 85.65 | 86.19 | 83.96 |
| 446 | 372 | 72 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 84.94 | 86.12 | 85.46 | 84.19 | 82.78 | 85.68 | 86.64 | 85.83 | 84.31 | 86.74 | 86.61 | 84.90 | 88.19 | 86.17 | 87.07 | 87.79 | 86.36 | 86.27 | 85.16 | 85.55 | 85.42 | 82.85 | 84.85 | 83.67 | 85.97 | 83.68 |
| 447 | 372 | 72 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.20 | 85.29 | 85.35 | 83.62 | 88.18 | 86.05 | 86.01 | 86.62 | 85.14 | 88.06 | 86.82 | 84.73 | 87.59 | 85.28 | 86.16 | 85.16 | 85.58 | 86.47 | 86.34 | 85.22 | 83.23 | 84.72 | 82.44 | 86.33 | 84.76 | 83.85 |
| 476 | 372 | 72 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 81.61 | 83.96 | 81.37 | 83.14 | 82.29 | 84.04 | 84.72 | 85.79 | 85.48 | 86.16 | 85.71 | 83.72 | 85.14 | 83.92 | 84.96 | 84.41 | 86.92 | 85.09 | 87.46 | 86.22 | 83.09 | 79.98 | 83.63 | 81.83 | 82.48 | 80.83 |
| 477 | 372 | 72 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 84.20 | 83.14 | 83.09 | 85.45 | 85.46 | 86.73 | 86.25 | 86.80 | 87.58 | 87.91 | 85.41 | 85.18 | 86.16 | 85.17 | 85.29 | 88.63 | 86.67 | 87.51 | 85.91 | 85.90 | 84.48 | 83.76 | 85.23 | 85.30 | 85.29 | 83.54 |
| 478 | 372 | 72 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 82.27 | 83.17 | 86.05 | 83.68 | 85.55 | 86.92 | 86.63 | 85.31 | 86.37 | 84.88 | 85.64 | 86.04 | 86.33 | 86.76 | 85.72 | 86.75 | 86.39 | 86.75 | 86.97 | 85.19 | 85.40 | 82.93 | 85.39 | 84.92 | 83.89 | 84.44 |
| 479 | 372 | 72 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 84.60 | 86.36 | 86.81 | 85.63 | 85.23 | 86.54 | 85.68 | 85.93 | 86.45 | 85.57 | 86.27 | 86.69 | 88.17 | 87.02 | 87.43 | 85.91 | 86.78 | 85.30 | 85.93 | 87.65 | 83.41 | 84.11 | 86.72 | 84.88 | 87.05 | 85.70 |
| 508 | 372 | 72 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 84.52 | 85.02 | 84.23 | 84.98 | 84.87 | 85.09 | 84.16 | 84.85 | 85.62 | 86.72 | 87.39 | 85.65 | 84.08 | 84.53 | 85.29 | 85.41 | 84.32 | 85.59 | 84.90 | 85.91 | 82.93 | 82.20 | 83.49 | 82.37 | 83.03 | 82.78 |
| 509 | 372 | 72 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 83.49 | 83.93 | 86.26 | 87.40 | 86.10 | 87.28 | 85.97 | 86.96 | 85.87 | 87.18 | 87.59 | 87.36 | 87.43 | 84.69 | 86.27 | 86.69 | 86.65 | 85.79 | 87.41 | 87.35 | 83.41 | 84.45 | 82.53 | 85.24 | 84.56 | 84.01 |
| 510 | 372 | 72 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 83.86 | 84.72 | 85.42 | 85.13 | 84.75 | 86.32 | 85.42 | 86.14 | 85.44 | 87.33 | 87.87 | 86.88 | 87.15 | 85.03 | 85.93 | 86.05 | 84.02 | 86.17 | 85.22 | 86.61 | 85.94 | 83.29 | 83.42 | 84.01 | 84.29 | 84.01 |
| 511 | 372 | 72 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 84.86 | 85.23 | 85.18 | 84.06 | 84.12 | 85.47 | 86.08 | 84.96 | 87.53 | 87.11 | 88.48 | 87.76 | 88.27 | 85.83 | 86.78 | 86.27 | 84.81 | 85.18 | 85.03 | 86.48 | 84.07 | 84.23 | 85.12 | 83.80 | 83.95 | 84.84 |
| 540 | 372 | 72 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 83.90 | 84.85 | 86.22 | 84.17 | 85.49 | 86.62 | 85.32 | 85.97 | 87.08 | 85.03 | 86.88 | 87.00 | 86.41 | 84.91 | 85.47 | 84.15 | 84.08 | 85.98 | 85.56 | 87.25 | 82.47 | 83.20 | 83.88 | 82.67 | 82.21 | 82.98 |
| 541 | 372 | 72 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 85.21 | 86.02 | 83.66 | 85.43 | 86.19 | 86.04 | 86.52 | 86.67 | 86.00 | 84.81 | 85.45 | 85.41 | 87.41 | 84.36 | 86.84 | 86.30 | 86.18 | 85.78 | 85.57 | 87.71 | 82.05 | 83.49 | 84.32 | 85.16 | 85.18 | 84.64 |
| 542 | 372 | 72 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 84.20 | 84.24 | 84.85 | 86.31 | 87.21 | 86.00 | 87.28 | 85.93 | 86.29 | 86.30 | 87.26 | 86.64 | 87.05 | 85.69 | 85.54 | 86.20 | 86.19 | 86.60 | 86.87 | 87.08 | 85.05 | 83.43 | 85.76 | 84.27 | 85.44 | 83.61 |
| 543 | 372 | 72 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 85.21 | 84.73 | 84.66 | 87.19 | 85.69 | 86.32 | 85.80 | 86.92 | 85.02 | 86.96 | 87.69 | 85.28 | 88.11 | 85.81 | 87.41 | 87.29 | 86.82 | 88.39 | 86.70 | 87.46 | 84.54 | 85.04 | 84.53 | 84.42 | 85.66 | 86.28 |
| 572 | 372 | 72 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 85.46 | 83.47 | 86.59 | 83.69 | 86.15 | 85.42 | 85.10 | 85.94 | 85.95 | 86.52 | 87.33 | 86.60 | 84.52 | 84.84 | 83.45 | 86.34 | 84.94 | 84.37 | 85.92 | 86.18 | 84.12 | 82.00 | 84.54 | 82.26 | 84.29 | 81.42 |
| 573 | 372 | 72 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 85.25 | 85.04 | 82.72 | 84.70 | 84.75 | 85.36 | 84.98 | 87.47 | 83.25 | 85.50 | 86.48 | 86.90 | 86.20 | 86.73 | 85.80 | 87.13 | 85.79 | 85.32 | 86.91 | 85.78 | 83.82 | 84.80 | 84.16 | 85.57 | 85.19 | 86.43 |
| 574 | 372 | 72 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 83.26 | 85.41 | 85.96 | 86.25 | 86.29 | 86.94 | 84.61 | 85.03 | 85.93 | 84.97 | 86.05 | 85.82 | 85.51 | 85.00 | 84.52 | 86.92 | 86.06 | 86.98 | 86.24 | 87.38 | 83.74 | 85.53 | 85.27 | 85.86 | 86.46 | 85.29 |
| 575 | 372 | 72 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 84.53 | 85.12 | 85.36 | 85.73 | 85.86 | 85.67 | 85.20 | 86.56 | 85.02 | 85.77 | 85.28 | 86.61 | 85.57 | 87.64 | 86.37 | 88.50 | 87.21 | 84.36 | 87.13 | 86.65 | 84.33 | 84.00 | 83.75 | 85.22 | 86.24 | 83.88 |
| 604 | 372 | 72 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.94 | 88.67 | 86.47 | 86.00 | 86.68 | 87.62 | 87.36 | 87.51 | 87.32 | 86.32 | 88.51 | 88.66 | 88.61 | 87.35 | 85.36 | 89.16 | 86.16 | 89.18 | 88.64 | 89.14 | 85.87 | 86.58 | 86.13 | 85.05 | 87.14 | 86.98 |
| 605 | 372 | 72 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.57 | 86.96 | 87.07 | 86.34 | 88.08 | 87.29 | 87.13 | 87.42 | 87.47 | 87.47 | 87.04 | 87.91 | 87.32 | 86.97 | 86.73 | 88.37 | 87.62 | 89.59 | 88.53 | 88.68 | 87.00 | 85.98 | 86.77 | 85.84 | 88.01 | 85.62 |
| 606 | 372 | 72 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.16 | 86.26 | 87.30 | 86.00 | 86.43 | 87.59 | 87.44 | 87.01 | 87.74 | 87.41 | 88.43 | 86.98 | 88.17 | 87.20 | 87.03 | 88.55 | 86.66 | 87.81 | 87.17 | 88.82 | 88.24 | 85.34 | 85.45 | 86.17 | 86.46 | 86.03 |
| 607 | 372 | 72 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.02 | 86.82 | 87.11 | 87.23 | 87.18 | 87.58 | 89.30 | 87.05 | 88.47 | 87.50 | 88.51 | 86.88 | 87.47 | 87.87 | 86.98 | 88.84 | 86.47 | 87.12 | 87.89 | 87.69 | 84.49 | 84.46 | 85.30 | 87.36 | 86.42 | 87.62 |
| 636 | 372 | 72 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.37 | 87.34 | 85.50 | 86.94 | 86.77 | 87.60 | 86.70 | 86.80 | 86.32 | 86.30 | 88.95 | 87.29 | 88.69 | 86.35 | 86.16 | 88.84 | 86.16 | 86.73 | 88.42 | 88.37 | 87.84 | 85.54 | 86.59 | 85.71 | 85.87 | 85.82 |
| 637 | 372 | 72 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.56 | 86.57 | 88.00 | 85.15 | 87.76 | 87.70 | 87.60 | 86.65 | 87.20 | 87.68 | 87.81 | 86.67 | 89.03 | 86.26 | 85.67 | 87.65 | 87.69 | 88.07 | 87.68 | 88.14 | 86.11 | 84.67 | 89.28 | 87.20 | 86.14 | 87.34 |
| 638 | 372 | 72 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.25 | 88.34 | 87.40 | 87.75 | 86.87 | 88.07 | 87.92 | 87.47 | 87.73 | 87.08 | 87.70 | 87.47 | 87.02 | 86.73 | 87.33 | 86.14 | 89.90 | 87.59 | 88.95 | 88.53 | 87.01 | 84.29 | 86.23 | 85.32 | 85.28 | 87.09 |
| 639 | 372 | 72 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.30 | 87.78 | 88.14 | 86.34 | 86.50 | 87.84 | 87.62 | 87.32 | 88.38 | 86.75 | 87.78 | 87.62 | 85.82 | 86.74 | 86.08 | 87.46 | 87.06 | 87.95 | 87.02 | 88.57 | 86.92 | 86.44 | 87.84 | 84.28 | 86.02 | 86.73 |
| 668 | 372 | 72 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.75 | 85.05 | 86.51 | 87.35 | 87.48 | 87.48 | 86.29 | 87.66 | 87.02 | 86.95 | 88.14 | 87.68 | 87.85 | 87.22 | 86.64 | 87.49 | 88.58 | 86.75 | 88.62 | 88.53 | 83.83 | 85.76 | 85.18 | 83.28 | 85.14 | 87.97 |
| 669 | 372 | 72 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.75 | 85.14 | 86.90 | 84.57 | 85.36 | 88.09 | 85.60 | 88.28 | 87.18 | 86.64 | 86.84 | 87.31 | 87.39 | 86.71 | 89.33 | 87.20 | 88.05 | 87.18 | 87.88 | 85.77 | 87.98 | 85.94 | 86.75 | 85.47 | 86.21 | 85.29 |
| 670 | 372 | 72 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.75 | 85.58 | 86.84 | 87.93 | 87.45 | 87.40 | 87.73 | 86.64 | 87.94 | 87.42 | 86.57 | 88.64 | 88.98 | 87.44 | 85.79 | 86.64 | 87.51 | 88.22 | 88.04 | 88.13 | 86.26 | 83.58 | 85.44 | 85.87 | 85.82 | 85.84 |
| 671 | 372 | 72 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.78 | 85.86 | 87.33 | 86.42 | 87.18 | 88.30 | 85.60 | 86.40 | 88.26 | 86.11 | 86.63 | 88.93 | 88.72 | 86.84 | 86.59 | 88.42 | 86.37 | 88.27 | 87.81 | 87.52 | 85.96 | 83.04 | 88.26 | 84.67 | 86.02 | 86.83 |
| 700 | 372 | 72 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.41 | 86.97 | 87.08 | 86.61 | 88.51 | 87.98 | 88.36 | 88.43 | 88.24 | 86.67 | 88.32 | 86.84 | 86.96 | 85.73 | 87.38 | 88.06 | 87.28 | 87.42 | 88.05 | 88.66 | 86.26 | 85.31 | 88.28 | 84.65 | 86.05 | 85.75 |
| 701 | 372 | 72 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.59 | 87.50 | 86.47 | 86.62 | 87.96 | 88.60 | 86.85 | 86.12 | 88.22 | 86.19 | 88.00 | 89.26 | 86.54 | 87.44 | 87.72 | 87.57 | 86.18 | 88.05 | 88.58 | 88.06 | 85.82 | 85.84 | 87.61 | 85.21 | 86.51 | 85.85 |
| 702 | 372 | 72 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.34 | 86.78 | 86.69 | 87.22 | 86.67 | 88.01 | 87.17 | 87.33 | 86.05 | 87.49 | 87.01 | 88.32 | 87.36 | 86.81 | 88.44 | 88.09 | 88.26 | 87.95 | 87.42 | 87.50 | 86.45 | 87.02 | 87.80 | 86.11 | 86.27 | 88.17 |
| 703 | 372 | 72 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.98 | 87.06 | 87.61 | 85.99 | 86.39 | 88.45 | 88.16 | 86.41 | 87.60 | 87.61 | 88.79 | 87.56 | 90.29 | 87.96 | 87.36 | 88.50 | 89.07 | 89.76 | 88.02 | 87.95 | 86.44 | 87.05 | 86.59 | 84.38 | 86.12 | 85.61 |
| 732 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.59 | 86.14 | 86.65 | 87.96 | 88.24 | 87.37 | 87.35 | 87.48 | 87.06 | 85.63 | 86.88 | 88.38 | 87.06 | 87.98 | 86.65 | 89.25 | 85.83 | 87.68 | 87.08 | 88.90 | 84.79 | 86.59 | 86.87 | 86.79 | 87.89 | 87.23 |
| 733 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.74 | 86.62 | 85.01 | 88.61 | 86.97 | 87.31 | 87.73 | 87.44 | 88.57 | 86.91 | 88.22 | 89.46 | 88.22 | 86.34 | 88.10 | 88.63 | 85.96 | 87.75 | 88.63 | 86.17 | 85.57 | 86.44 | 89.09 | 86.82 | 87.85 | 87.26 |
| 734 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 85.81 | 85.05 | 85.41 | 87.12 | 88.04 | 87.37 | 86.73 | 87.75 | 87.62 | 86.92 | 87.91 | 87.33 | 89.41 | 87.42 | 87.09 | 87.97 | 87.19 | 87.57 | 87.67 | 87.70 | 85.73 | 84.50 | 85.70 | 85.20 | 87.32 | 85.84 |
| 735 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.26 | 87.80 | 87.56 | 86.49 | 85.61 | 86.42 | 87.30 | 87.89 | 88.26 | 87.85 | 88.64 | 87.82 | 87.42 | 87.18 | 88.42 | 87.73 | 88.59 | 87.20 | 88.84 | 87.76 | 87.77 | 86.55 | 88.80 | 85.78 | 86.26 | 87.60 |
| 764 | 372 | 72 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 85.29 | 85.92 | 86.77 | 87.27 | 84.94 | 87.69 | 87.62 | 87.84 | 88.68 | 87.06 | 88.53 | 88.27 | 88.24 | 86.91 | 87.24 | 88.32 | 88.02 | 88.93 | 87.72 | 88.59 | 86.23 | 85.48 | 85.32 | 86.97 | 87.05 | 88.18 |
| 765 | 372 | 72 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.86 | 86.95 | 86.14 | 87.41 | 84.86 | 86.04 | 87.56 | 86.70 | 87.19 | 87.00 | 87.74 | 86.36 | 87.18 | 87.75 | 87.39 | 87.93 | 87.24 | 89.43 | 87.59 | 87.54 | 85.77 | 86.47 | 87.57 | 85.45 | 85.45 | 86.98 |
| 766 | 372 | 72 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 85.92 | 86.65 | 86.78 | 86.98 | 87.54 | 88.23 | 85.74 | 87.89 | 88.53 | 87.83 | 88.35 | 87.48 | 87.48 | 86.80 | 87.44 | 86.61 | 86.10 | 87.71 | 88.13 | 87.65 | 87.52 | 85.54 | 88.20 | 85.79 | 85.92 | 85.53 |
| 767 | 372 | 72 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.45 | 87.15 | 86.01 | 85.66 | 87.57 | 86.25 | 86.82 | 86.47 | 87.16 | 87.08 | 88.86 | 87.14 | 87.71 | 86.76 | 86.04 | 88.15 | 87.35 | 89.33 | 87.60 | 86.43 | 84.36 | 85.43 | 87.58 | 86.07 | 88.49 | 86.12 |
| 796 | 372 | 72 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 85.54 | 87.91 | 86.63 | 86.98 | 86.90 | 87.38 | 87.89 | 87.92 | 88.37 | 88.15 | 87.06 | 88.15 | 87.44 | 87.79 | 87.03 | 87.59 | 87.55 | 87.95 | 87.99 | 87.07 | 87.72 | 87.03 | 87.36 | 85.46 | 86.11 | 86.57 |
| 797 | 372 | 72 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.91 | 86.34 | 88.05 | 86.05 | 86.15 | 86.98 | 87.72 | 86.39 | 86.78 | 88.31 | 88.55 | 87.48 | 86.58 | 88.34 | 85.98 | 86.09 | 87.31 | 88.44 | 88.74 | 88.70 | 87.94 | 87.20 | 87.55 | 85.43 | 86.37 | 85.26 |
| 798 | 372 | 72 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.10 | 87.07 | 86.47 | 87.14 | 87.27 | 87.46 | 87.26 | 87.84 | 88.07 | 87.29 | 89.42 | 88.63 | 88.12 | 88.64 | 86.74 | 87.59 | 87.45 | 87.02 | 87.30 | 88.82 | 87.18 | 87.19 | 86.44 | 85.48 | 85.29 | 85.49 |
| 799 | 372 | 72 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.23 | 87.06 | 84.95 | 85.50 | 85.34 | 88.45 | 85.98 | 86.34 | 88.36 | 87.24 | 87.75 | 86.26 | 87.95 | 87.51 | 86.27 | 86.94 | 85.92 | 87.36 | 86.97 | 87.72 | 86.41 | 84.27 | 88.10 | 87.10 | 86.23 | 85.61 |
| 828 | 372 | 72 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.49 | 85.53 | 86.28 | 87.92 | 86.96 | 88.25 | 88.61 | 88.28 | 88.50 | 87.47 | 88.44 | 87.96 | 86.99 | 88.25 | 87.77 | 87.80 | 86.90 | 87.97 | 87.59 | 87.61 | 86.44 | 87.13 | 87.93 | 86.22 | 86.85 | 86.70 |
| 829 | 372 | 72 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.19 | 87.40 | 85.53 | 85.19 | 85.79 | 87.19 | 86.22 | 86.70 | 86.32 | 86.29 | 87.52 | 87.73 | 87.33 | 87.99 | 87.49 | 88.07 | 87.01 | 89.01 | 87.55 | 87.99 | 86.84 | 84.88 | 87.91 | 84.17 | 86.07 | 85.52 |
| 830 | 372 | 72 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.13 | 86.54 | 87.04 | 87.31 | 86.70 | 86.29 | 87.12 | 87.15 | 87.45 | 88.16 | 87.82 | 88.64 | 86.85 | 86.21 | 87.06 | 86.45 | 87.25 | 88.91 | 87.55 | 88.57 | 85.57 | 84.37 | 85.13 | 86.46 | 87.23 | 87.46 |
| 831 | 372 | 72 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.05 | 87.51 | 85.89 | 86.31 | 87.68 | 87.36 | 87.06 | 87.09 | 88.17 | 88.04 | 87.73 | 88.75 | 89.68 | 87.42 | 86.48 | 89.08 | 87.39 | 87.46 | 87.80 | 89.32 | 86.72 | 86.44 | 85.76 | 85.42 | 85.20 | 85.10 |
| 860 | 372 | 72 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.39 | 86.13 | 86.34 | 85.93 | 86.49 | 87.88 | 88.66 | 87.48 | 87.08 | 87.31 | 86.06 | 88.44 | 86.57 | 86.93 | 85.48 | 86.74 | 87.61 | 86.49 | 86.59 | 87.06 | 83.09 | 87.17 | 86.64 | 85.70 | 86.02 | 87.99 |
| 861 | 372 | 72 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.78 | 87.65 | 85.92 | 87.06 | 87.05 | 88.17 | 86.26 | 86.24 | 87.85 | 87.40 | 88.10 | 88.38 | 87.83 | 87.06 | 85.78 | 88.69 | 85.41 | 87.00 | 86.43 | 87.77 | 85.68 | 85.11 | 87.66 | 87.78 | 84.47 | 85.01 |
| 862 | 372 | 72 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 83.94 | 87.84 | 86.53 | 87.72 | 87.17 | 86.49 | 86.71 | 88.37 | 86.52 | 88.51 | 87.33 | 87.26 | 87.87 | 86.44 | 86.73 | 87.75 | 86.87 | 88.49 | 88.51 | 87.52 | 84.70 | 84.00 | 85.05 | 84.10 | 87.65 | 86.02 |
| 863 | 372 | 72 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 85.78 | 86.34 | 85.69 | 86.72 | 88.51 | 88.02 | 87.80 | 87.12 | 86.62 | 87.83 | 87.27 | 88.54 | 88.05 | 85.98 | 86.79 | 88.39 | 86.79 | 87.49 | 88.56 | 88.15 | 85.06 | 85.88 | 86.85 | 84.63 | 85.00 | 86.02 |
| 892 | 372 | 72 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.81 | 85.74 | 85.92 | 87.68 | 85.66 | 86.99 | 88.60 | 87.99 | 85.72 | 86.12 | 88.75 | 88.63 | 87.13 | 86.87 | 86.33 | 88.58 | 87.32 | 88.24 | 88.53 | 87.57 | 88.97 | 87.82 | 87.49 | 86.48 | 87.19 | 86.85 |
| 893 | 372 | 72 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.46 | 88.59 | 87.64 | 86.27 | 87.17 | 89.32 | 85.74 | 88.69 | 86.07 | 88.61 | 88.29 | 88.11 | 89.56 | 89.36 | 88.25 | 88.73 | 88.74 | 88.08 | 88.88 | 87.95 | 86.92 | 86.33 | 88.92 | 88.26 | 86.87 | 87.35 |
| 894 | 372 | 72 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.33 | 86.68 | 85.85 | 86.75 | 87.74 | 88.95 | 87.73 | 87.38 | 88.30 | 86.74 | 87.32 | 88.25 | 87.52 | 87.81 | 87.13 | 90.66 | 86.99 | 86.69 | 86.82 | 87.23 | 88.86 | 85.99 | 87.93 | 86.35 | 86.37 | 85.90 |
| 895 | 372 | 72 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.46 | 87.27 | 87.10 | 88.80 | 87.98 | 87.51 | 88.42 | 88.37 | 88.57 | 87.11 | 88.02 | 88.56 | 88.17 | 89.03 | 85.79 | 88.61 | 86.85 | 88.29 | 88.33 | 88.65 | 87.49 | 86.23 | 88.22 | 85.72 | 88.25 | 87.79 |
| 924 | 372 | 72 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.01 | 86.64 | 87.14 | 87.65 | 87.30 | 88.04 | 87.33 | 87.79 | 88.07 | 87.19 | 88.38 | 86.97 | 86.29 | 86.27 | 86.82 | 88.12 | 88.14 | 88.18 | 88.98 | 88.13 | 85.03 | 86.33 | 87.10 | 86.68 | 86.42 | 85.33 |
| 925 | 372 | 72 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.39 | 85.56 | 87.84 | 85.30 | 87.23 | 87.75 | 88.14 | 87.48 | 86.84 | 86.12 | 87.45 | 88.97 | 88.76 | 86.49 | 85.64 | 87.37 | 87.27 | 89.47 | 87.61 | 88.35 | 88.21 | 86.44 | 85.18 | 85.86 | 87.43 | 87.21 |
| 926 | 372 | 72 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.12 | 86.88 | 84.98 | 85.50 | 86.54 | 87.81 | 86.48 | 87.50 | 87.41 | 86.42 | 87.09 | 88.11 | 87.56 | 87.44 | 85.55 | 87.99 | 86.46 | 89.22 | 88.32 | 87.46 | 85.63 | 84.88 | 88.68 | 85.86 | 85.34 | 86.45 |
| 927 | 372 | 72 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 85.88 | 86.19 | 85.97 | 87.15 | 85.67 | 88.43 | 87.32 | 86.08 | 85.76 | 86.10 | 87.99 | 86.42 | 88.97 | 86.50 | 85.73 | 88.19 | 88.09 | 87.78 | 88.71 | 87.14 | 86.53 | 85.52 | 87.65 | 84.04 | 85.99 | 87.53 |
| 956 | 372 | 72 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.85 | 88.63 | 87.29 | 85.69 | 87.36 | 87.64 | 85.43 | 88.47 | 87.23 | 85.99 | 86.99 | 86.48 | 87.98 | 88.03 | 89.34 | 87.20 | 88.44 | 89.13 | 87.74 | 88.61 | 87.58 | 85.12 | 85.96 | 85.33 | 87.69 | 86.93 |
| 957 | 372 | 72 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.00 | 87.11 | 86.93 | 88.25 | 86.91 | 88.84 | 87.15 | 88.05 | 88.09 | 88.17 | 88.82 | 88.03 | 87.51 | 87.96 | 87.27 | 87.24 | 85.36 | 87.52 | 88.96 | 88.16 | 88.26 | 86.74 | 88.24 | 83.99 | 85.98 | 87.87 |
| 958 | 372 | 72 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.48 | 87.41 | 87.98 | 87.06 | 87.93 | 88.12 | 87.86 | 87.23 | 88.28 | 86.97 | 87.62 | 87.45 | 88.59 | 86.72 | 86.45 | 87.55 | 87.42 | 86.37 | 86.35 | 88.94 | 85.83 | 86.31 | 86.19 | 86.64 | 87.27 | 87.56 |
| 959 | 372 | 72 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.21 | 87.03 | 87.36 | 86.27 | 85.05 | 87.62 | 86.52 | 86.52 | 88.68 | 86.79 | 86.87 | 86.88 | 87.32 | 87.65 | 87.55 | 87.94 | 86.13 | 89.13 | 87.78 | 87.38 | 86.64 | 86.49 | 86.26 | 84.27 | 85.64 | 89.08 |
| 988 | 372 | 72 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 85.99 | 87.61 | 87.02 | 85.63 | 85.50 | 88.33 | 87.12 | 85.63 | 87.26 | 88.28 | 88.75 | 87.97 | 88.11 | 87.67 | 87.18 | 86.80 | 86.14 | 88.49 | 88.56 | 88.30 | 85.95 | 85.15 | 86.92 | 86.93 | 87.41 | 85.48 |
| 989 | 372 | 72 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.40 | 86.33 | 86.92 | 86.99 | 86.65 | 88.77 | 88.58 | 86.98 | 86.35 | 86.81 | 88.03 | 86.77 | 86.48 | 87.31 | 86.19 | 88.28 | 87.94 | 86.94 | 86.65 | 87.94 | 87.31 | 84.54 | 85.51 | 85.08 | 86.50 | 86.17 |
| 990 | 372 | 72 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.27 | 87.98 | 86.59 | 85.92 | 85.79 | 86.24 | 87.79 | 88.62 | 87.32 | 87.76 | 87.43 | 88.84 | 88.14 | 88.39 | 87.73 | 87.16 | 87.56 | 88.41 | 87.90 | 88.09 | 85.73 | 86.63 | 88.30 | 86.55 | 87.17 | 87.42 |
| 991 | 372 | 72 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.51 | 87.18 | 87.32 | 87.86 | 89.02 | 87.05 | 87.37 | 87.41 | 87.89 | 86.50 | 88.46 | 89.01 | 88.69 | 88.13 | 86.68 | 89.45 | 86.85 | 87.32 | 89.51 | 88.80 | 86.93 | 87.73 | 88.37 | 88.15 | 87.60 | 88.13 |
| 1020 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.24 | 86.92 | 87.08 | 86.81 | 85.65 | 88.43 | 86.46 | 87.07 | 87.47 | 87.25 | 88.33 | 87.13 | 89.66 | 88.14 | 86.04 | 86.86 | 87.22 | 87.65 | 87.83 | 87.95 | 84.65 | 87.58 | 87.80 | 84.19 | 87.59 | 85.39 |
| 1021 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.84 | 87.35 | 87.18 | 86.56 | 86.81 | 86.81 | 88.07 | 87.60 | 88.55 | 86.33 | 88.68 | 88.01 | 89.33 | 88.32 | 87.79 | 87.38 | 89.35 | 89.73 | 88.88 | 88.03 | 85.89 | 87.10 | 86.57 | 86.78 | 88.11 | 87.20 |
| 1022 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.05 | 86.73 | 86.25 | 87.38 | 86.98 | 87.30 | 87.44 | 88.52 | 87.75 | 88.72 | 88.85 | 88.26 | 88.25 | 87.13 | 85.67 | 89.10 | 86.55 | 88.31 | 87.95 | 90.40 | 86.55 | 87.02 | 86.85 | 86.76 | 85.47 | 86.81 |
| 1023 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.58 | 85.22 | 87.30 | 85.70 | 86.84 | 85.75 | 86.50 | 88.35 | 87.52 | 88.33 | 88.05 | 86.81 | 88.35 | 86.59 | 86.11 | 89.90 | 88.03 | 89.57 | 88.07 | 89.11 | 87.43 | 84.98 | 88.19 | 85.01 | 87.18 | 87.69 |
| 1052 | 372 | 72 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.18 | 86.26 | 87.23 | 86.57 | 88.05 | 87.05 | 86.45 | 87.86 | 87.88 | 87.90 | 88.93 | 88.53 | 86.89 | 86.50 | 85.41 | 87.86 | 87.91 | 88.78 | 87.67 | 86.43 | 87.85 | 87.72 | 86.47 | 86.92 | 86.48 | 87.50 |
| 1053 | 372 | 72 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.60 | 87.32 | 87.22 | 86.79 | 86.54 | 87.04 | 87.24 | 87.79 | 87.83 | 87.32 | 88.41 | 87.54 | 86.39 | 85.55 | 87.01 | 87.21 | 87.50 | 89.11 | 86.97 | 89.97 | 84.59 | 85.86 | 86.40 | 86.35 | 87.91 | 84.91 |
| 1054 | 372 | 72 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.73 | 85.93 | 87.47 | 86.52 | 86.93 | 87.04 | 85.72 | 86.38 | 86.20 | 86.45 | 87.21 | 85.75 | 85.64 | 86.19 | 87.07 | 87.99 | 87.23 | 86.88 | 86.35 | 87.03 | 87.02 | 86.30 | 87.30 | 86.56 | 87.33 | 84.50 |
| 1055 | 372 | 72 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.03 | 87.12 | 87.03 | 87.45 | 86.41 | 87.57 | 87.45 | 87.80 | 87.93 | 87.79 | 88.81 | 86.08 | 86.78 | 86.86 | 88.33 | 87.52 | 87.08 | 86.61 | 86.69 | 89.66 | 87.06 | 88.10 | 88.74 | 85.93 | 85.95 | 85.86 |
| 1084 | 372 | 72 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.24 | 87.43 | 85.87 | 88.48 | 85.82 | 86.26 | 87.04 | 86.05 | 86.98 | 88.11 | 85.88 | 86.94 | 86.99 | 87.28 | 86.87 | 86.56 | 87.94 | 88.76 | 87.49 | 88.64 | 87.21 | 87.02 | 86.90 | 84.93 | 86.46 | 85.88 |
| 1085 | 372 | 72 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.79 | 86.94 | 86.79 | 86.49 | 86.71 | 88.61 | 87.68 | 87.25 | 86.15 | 87.19 | 87.82 | 87.94 | 89.49 | 87.40 | 87.39 | 89.33 | 86.07 | 86.80 | 88.25 | 88.27 | 87.77 | 88.12 | 87.46 | 85.66 | 86.99 | 86.73 |
| 1086 | 372 | 72 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.40 | 88.19 | 86.45 | 88.22 | 87.60 | 87.34 | 87.88 | 88.02 | 88.38 | 88.58 | 86.93 | 89.36 | 90.23 | 87.49 | 87.11 | 87.37 | 85.85 | 87.57 | 88.66 | 87.21 | 86.87 | 85.15 | 87.58 | 84.64 | 86.78 | 85.76 |
| 1087 | 372 | 72 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.26 | 87.12 | 86.74 | 87.52 | 88.10 | 87.52 | 87.88 | 87.26 | 86.61 | 87.20 | 88.62 | 88.26 | 88.54 | 87.28 | 86.07 | 87.77 | 87.20 | 87.63 | 87.15 | 89.21 | 86.74 | 86.42 | 88.55 | 86.57 | 88.53 | 85.86 |
| 1116 | 372 | 72 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.72 | 86.81 | 87.92 | 86.80 | 86.60 | 86.36 | 87.49 | 87.35 | 87.59 | 85.44 | 87.86 | 86.93 | 87.86 | 87.20 | 86.72 | 87.53 | 86.92 | 88.35 | 86.77 | 87.13 | 87.81 | 84.41 | 83.95 | 85.20 | 86.52 | 86.11 |
| 1117 | 372 | 72 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.80 | 86.07 | 86.23 | 86.76 | 87.33 | 86.69 | 88.01 | 87.75 | 86.64 | 87.18 | 88.31 | 87.59 | 87.33 | 85.35 | 87.29 | 87.64 | 85.72 | 88.17 | 87.23 | 87.78 | 85.22 | 86.93 | 86.52 | 84.55 | 87.06 | 84.73 |
| 1118 | 372 | 72 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 85.19 | 85.17 | 86.89 | 87.04 | 88.20 | 86.62 | 87.40 | 86.50 | 85.96 | 87.14 | 87.90 | 87.86 | 87.68 | 87.33 | 87.16 | 88.12 | 86.07 | 87.49 | 87.93 | 88.47 | 86.53 | 86.12 | 88.46 | 85.74 | 86.69 | 83.63 |
| 1119 | 372 | 72 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.70 | 87.82 | 87.01 | 86.57 | 85.98 | 87.95 | 87.56 | 84.94 | 88.16 | 87.14 | 87.29 | 88.04 | 86.76 | 87.84 | 86.10 | 86.37 | 88.25 | 87.12 | 88.03 | 87.59 | 86.95 | 87.38 | 88.78 | 85.50 | 87.33 | 87.82 |
| 1148 | 372 | 72 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.40 | 88.26 | 86.37 | 85.66 | 87.38 | 88.23 | 85.83 | 88.29 | 86.57 | 87.75 | 87.91 | 87.64 | 86.82 | 88.54 | 86.44 | 86.87 | 87.12 | 90.01 | 88.29 | 87.79 | 87.88 | 85.09 | 85.86 | 82.32 | 86.46 | 86.05 |
| 1149 | 372 | 72 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 85.45 | 87.69 | 87.36 | 86.40 | 86.34 | 87.98 | 87.99 | 88.45 | 86.48 | 86.89 | 87.95 | 87.04 | 86.78 | 87.78 | 86.66 | 88.50 | 86.81 | 87.42 | 88.83 | 88.48 | 85.64 | 84.57 | 84.38 | 85.55 | 86.97 | 85.77 |
| 1150 | 372 | 72 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.84 | 88.64 | 86.66 | 86.46 | 86.00 | 86.99 | 86.56 | 86.38 | 87.00 | 86.69 | 86.49 | 86.58 | 86.46 | 85.27 | 86.18 | 87.38 | 86.48 | 87.95 | 86.47 | 87.17 | 83.55 | 84.11 | 87.55 | 85.62 | 84.99 | 85.49 |
| 1151 | 372 | 72 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.77 | 87.22 | 87.36 | 87.09 | 88.15 | 85.96 | 86.27 | 87.28 | 88.55 | 86.75 | 87.62 | 86.51 | 88.19 | 89.49 | 87.24 | 86.98 | 86.86 | 87.65 | 88.35 | 87.44 | 85.24 | 87.36 | 88.01 | 85.52 | 85.97 | 86.86 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 28 | 372 | 72 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.59 | 84.95 | 88.95 | 86.61 | 85.34 | 87.83 | 88.13 | 85.06 | 85.47 | 87.36 | 86.04 | 85.89 | 87.63 | 87.71 | 87.37 | 88.03 | 86.16 | 83.15 | 87.82 | 88.31 | 87.42 | 86.50 | 86.62 | 87.30 | 86.48 | 84.51 |
| 29 | 372 | 72 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.13 | 88.69 | 88.10 | 85.19 | 85.36 | 85.52 | 87.94 | 88.61 | 84.22 | 87.24 | 87.68 | 85.09 | 86.42 | 86.08 | 85.93 | 87.28 | 85.54 | 86.88 | 87.30 | 87.28 | 85.14 | 85.46 | 82.89 | 85.40 | 83.11 | 85.26 |
| 30 | 372 | 72 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.61 | 86.76 | 88.92 | 86.69 | 87.91 | 87.25 | 86.08 | 85.95 | 89.42 | 86.41 | 89.02 | 85.82 | 89.08 | 88.33 | 88.30 | 89.95 | 86.17 | 88.13 | 87.40 | 86.96 | 86.19 | 84.20 | 84.66 | 86.73 | 84.93 | 85.88 |
| 31 | 372 | 72 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.02 | 88.82 | 89.82 | 89.44 | 86.24 | 85.37 | 89.66 | 91.01 | 87.76 | 88.84 | 89.20 | 88.31 | 89.79 | 89.74 | 87.58 | 89.63 | 89.13 | 87.97 | 87.62 | 87.64 | 85.02 | 88.16 | 89.67 | 87.69 | 88.24 | 87.25 |
| 60 | 372 | 72 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.90 | 88.80 | 88.58 | 88.85 | 88.61 | 84.81 | 87.52 | 89.63 | 89.63 | 88.20 | 90.60 | 87.39 | 89.41 | 88.10 | 88.45 | 91.20 | 88.16 | 89.73 | 88.70 | 89.63 | 85.79 | 87.70 | 88.04 | 86.54 | 88.64 | 85.55 |
| 61 | 372 | 72 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.68 | 89.19 | 89.12 | 88.14 | 88.05 | 87.58 | 87.24 | 88.58 | 87.73 | 89.51 | 89.27 | 87.64 | 87.55 | 89.34 | 87.26 | 89.05 | 87.53 | 89.48 | 90.44 | 89.55 | 88.98 | 86.92 | 88.51 | 85.90 | 87.29 | 87.54 |
| 62 | 372 | 72 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.84 | 88.85 | 88.85 | 88.12 | 87.28 | 88.75 | 88.54 | 89.57 | 87.58 | 86.49 | 87.61 | 89.89 | 89.21 | 87.62 | 87.86 | 89.13 | 89.61 | 90.40 | 90.05 | 89.24 | 88.31 | 87.94 | 91.16 | 87.18 | 87.14 | 88.57 |
| 63 | 372 | 72 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.06 | 87.90 | 87.94 | 86.00 | 87.59 | 88.44 | 88.13 | 89.65 | 90.52 | 87.07 | 87.84 | 90.50 | 91.56 | 90.01 | 86.06 | 87.98 | 90.01 | 87.66 | 88.70 | 88.84 | 88.76 | 90.00 | 88.77 | 87.27 | 87.43 | 87.05 |
| 92 | 372 | 72 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.66 | 85.80 | 87.24 | 86.98 | 88.25 | 84.21 | 86.27 | 86.90 | 87.07 | 89.34 | 87.66 | 87.59 | 89.39 | 89.51 | 87.23 | 88.81 | 89.02 | 88.18 | 86.86 | 88.88 | 88.04 | 86.29 | 84.24 | 88.90 | 87.95 | 85.93 |
| 93 | 372 | 72 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.54 | 89.22 | 87.53 | 88.40 | 88.47 | 88.50 | 88.67 | 87.66 | 89.80 | 90.16 | 89.16 | 89.19 | 89.92 | 88.27 | 87.21 | 89.17 | 88.21 | 89.79 | 89.57 | 87.55 | 88.37 | 87.34 | 89.83 | 86.08 | 86.25 | 86.44 |
| 94 | 372 | 72 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.35 | 89.48 | 88.98 | 89.31 | 88.60 | 87.30 | 90.84 | 89.23 | 91.64 | 89.97 | 88.26 | 89.02 | 90.59 | 90.20 | 88.15 | 89.05 | 90.45 | 91.31 | 90.48 | 89.36 | 87.43 | 86.60 | 89.76 | 87.09 | 88.29 | 88.28 |
| 95 | 372 | 72 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 19.58 | 84.86 | 89.63 | 87.78 | 89.29 | 88.87 | 87.81 | 89.61 | 90.79 | 86.77 | 89.13 | 91.20 | 89.48 | 89.63 | 89.47 | 87.85 | 90.15 | 89.95 | 90.83 | 90.95 | 88.53 | 89.29 | 86.63 | 89.41 | 88.56 | 87.25 |
| 124 | 372 | 72 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.54 | 86.64 | 86.64 | 86.71 | 87.11 | 87.46 | 85.60 | 85.46 | 86.65 | 86.79 | 85.52 | 86.81 | 89.56 | 86.40 | 85.60 | 88.75 | 85.45 | 87.09 | 89.81 | 88.98 | 88.81 | 83.52 | 85.81 | 84.29 | 86.05 | 86.67 |
| 125 | 372 | 72 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.67 | 87.60 | 87.49 | 85.37 | 87.45 | 88.09 | 89.93 | 88.65 | 87.73 | 86.38 | 89.97 | 87.96 | 87.23 | 88.69 | 86.71 | 88.00 | 85.36 | 88.59 | 90.12 | 88.00 | 87.04 | 86.21 | 90.00 | 87.94 | 87.27 | 88.18 |
| 126 | 372 | 72 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.01 | 88.72 | 88.38 | 86.95 | 88.12 | 86.48 | 87.65 | 86.65 | 87.99 | 89.44 | 89.78 | 88.79 | 90.07 | 89.45 | 86.32 | 91.23 | 87.68 | 88.62 | 89.25 | 88.95 | 87.34 | 86.07 | 87.69 | 87.68 | 88.40 | 84.69 |
| 127 | 372 | 72 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.57 | 88.81 | 89.94 | 87.92 | 87.33 | 85.76 | 87.03 | 88.94 | 88.87 | 87.35 | 90.12 | 87.52 | 88.59 | 86.98 | 87.85 | 87.80 | 88.16 | 89.81 | 89.51 | 88.22 | 88.40 | 89.24 | 87.97 | 88.16 | 87.21 | 86.25 |
| 156 | 372 | 72 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.32 | 86.57 | 89.55 | 87.90 | 88.66 | 86.15 | 87.55 | 88.90 | 88.34 | 86.81 | 88.71 | 84.98 | 88.06 | 89.59 | 86.61 | 87.77 | 89.19 | 90.00 | 89.50 | 88.45 | 86.30 | 87.64 | 89.87 | 87.48 | 89.68 | 86.25 |
| 157 | 372 | 72 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.53 | 88.57 | 90.26 | 87.33 | 87.99 | 88.54 | 87.40 | 87.90 | 88.54 | 88.39 | 90.05 | 89.04 | 89.10 | 89.61 | 87.45 | 90.26 | 90.06 | 89.69 | 89.51 | 91.59 | 89.85 | 86.76 | 88.72 | 88.55 | 87.10 | 87.84 |
| 158 | 372 | 72 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.34 | 87.15 | 89.21 | 88.70 | 88.20 | 88.16 | 88.47 | 88.25 | 90.69 | 89.40 | 91.40 | 88.22 | 91.06 | 90.48 | 88.68 | 88.51 | 89.92 | 87.71 | 90.08 | 90.76 | 87.83 | 87.67 | 90.59 | 88.80 | 88.41 | 88.49 |
| 159 | 372 | 72 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.71 | 89.85 | 89.96 | 86.44 | 90.09 | 86.95 | 90.83 | 88.94 | 89.81 | 90.24 | 89.43 | 87.46 | 90.74 | 89.33 | 89.09 | 88.72 | 89.01 | 91.53 | 91.08 | 88.53 | 90.00 | 87.58 | 90.39 | 87.00 | 87.07 | 87.73 |
| 188 | 372 | 72 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.51 | 84.54 | 87.25 | 89.13 | 82.14 | 87.47 | 90.15 | 89.12 | 89.77 | 87.58 | 88.60 | 89.37 | 90.20 | 88.35 | 89.32 | 89.54 | 88.78 | 88.93 | 89.43 | 88.79 | 90.19 | 88.49 | 87.13 | 87.19 | 86.26 | 86.60 |
| 189 | 372 | 72 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.97 | 88.52 | 90.50 | 88.46 | 91.06 | 90.08 | 89.79 | 88.50 | 90.71 | 90.06 | 89.33 | 88.18 | 91.51 | 89.98 | 88.71 | 91.50 | 90.89 | 89.75 | 88.43 | 88.74 | 89.55 | 88.35 | 88.89 | 89.63 | 89.22 | 90.32 |
| 190 | 372 | 72 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.22 | 88.18 | 90.54 | 90.48 | 88.42 | 87.22 | 89.17 | 89.08 | 90.12 | 89.12 | 85.91 | 88.18 | 90.26 | 89.96 | 88.62 | 89.66 | 90.04 | 88.79 | 88.74 | 88.80 | 91.03 | 88.86 | 88.73 | 89.17 | 88.80 | 87.89 |
| 191 | 372 | 72 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.32 | 89.51 | 90.56 | 87.38 | 88.95 | 86.18 | 89.51 | 91.10 | 89.58 | 89.53 | 87.85 | 89.27 | 91.13 | 89.17 | 87.78 | 89.43 | 90.21 | 88.99 | 90.45 | 90.19 | 86.47 | 88.40 | 88.81 | 87.69 | 87.94 | 88.81 |
| 220 | 372 | 72 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.57 | 87.53 | 88.34 | 85.41 | 86.56 | 87.31 | 87.06 | 88.45 | 85.72 | 88.29 | 87.93 | 90.46 | 85.97 | 88.44 | 86.98 | 87.21 | 89.34 | 90.02 | 91.10 | 91.37 | 86.49 | 89.43 | 88.97 | 87.63 | 87.55 | 86.56 |
| 221 | 372 | 72 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.12 | 89.91 | 88.57 | 87.58 | 88.65 | 87.83 | 19.58 | 90.12 | 88.90 | 87.80 | 90.52 | 88.13 | 90.49 | 90.73 | 90.82 | 91.11 | 89.11 | 86.34 | 89.59 | 88.78 | 90.64 | 87.68 | 90.53 | 87.77 | 87.60 | 87.26 |
| 222 | 372 | 72 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.29 | 86.83 | 90.28 | 87.22 | 88.14 | 88.41 | 87.99 | 87.42 | 90.37 | 88.27 | 87.20 | 89.13 | 89.36 | 88.23 | 89.44 | 89.00 | 89.60 | 88.26 | 88.15 | 89.12 | 88.59 | 87.45 | 89.98 | 87.59 | 87.16 | 87.75 |
| 223 | 372 | 72 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.05 | 88.42 | 90.22 | 89.01 | 88.31 | 85.87 | 83.90 | 88.44 | 87.16 | 89.70 | 87.89 | 87.54 | 87.46 | 88.65 | 86.72 | 90.18 | 88.49 | 87.37 | 89.77 | 90.17 | 89.66 | 88.63 | 88.96 | 86.47 | 86.38 | 85.79 |
| 252 | 372 | 72 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.98 | 89.62 | 90.44 | 88.96 | 88.12 | 86.41 | 88.75 | 89.34 | 89.67 | 86.97 | 87.08 | 88.75 | 91.93 | 88.50 | 88.39 | 90.28 | 87.85 | 89.03 | 88.73 | 88.87 | 87.32 | 89.03 | 88.23 | 87.19 | 87.01 | 86.43 |
| 253 | 372 | 72 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.41 | 88.77 | 90.85 | 88.58 | 89.21 | 90.72 | 91.30 | 91.35 | 89.12 | 88.31 | 91.51 | 85.43 | 90.80 | 89.41 | 88.59 | 90.10 | 89.72 | 89.23 | 89.50 | 89.36 | 91.37 | 89.35 | 90.73 | 88.92 | 88.18 | 88.31 |
| 254 | 372 | 72 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.11 | 89.16 | 90.92 | 88.33 | 88.66 | 89.47 | 90.51 | 90.44 | 90.70 | 89.01 | 89.72 | 86.24 | 90.73 | 88.71 | 87.90 | 88.01 | 88.46 | 86.96 | 88.89 | 86.85 | 90.11 | 89.92 | 88.57 | 87.16 | 87.22 | 87.82 |
| 255 | 372 | 72 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.09 | 87.09 | 87.29 | 88.58 | 86.52 | 90.35 | 91.21 | 88.88 | 89.30 | 89.69 | 88.63 | 89.65 | 90.15 | 91.97 | 89.42 | 88.37 | 90.18 | 87.59 | 90.47 | 89.61 | 89.43 | 88.28 | 86.93 | 87.70 | 86.26 | 89.36 |
| 284 | 372 | 72 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.34 | 89.07 | 87.97 | 88.83 | 87.73 | 86.94 | 91.91 | 88.63 | 90.33 | 91.08 | 87.77 | 88.46 | 89.63 | 89.59 | 87.82 | 87.80 | 89.85 | 90.61 | 90.44 | 88.29 | 86.70 | 88.10 | 88.86 | 87.10 | 87.35 | 88.72 |
| 285 | 372 | 72 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.10 | 89.14 | 89.22 | 90.61 | 88.41 | 88.85 | 91.03 | 90.08 | 91.08 | 91.72 | 87.75 | 86.71 | 90.68 | 88.59 | 89.44 | 91.61 | 86.87 | 88.94 | 90.48 | 88.08 | 90.50 | 88.30 | 91.60 | 88.51 | 87.44 | 87.88 |
| 286 | 372 | 72 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.20 | 89.35 | 88.10 | 87.25 | 89.44 | 89.05 | 92.17 | 90.03 | 89.43 | 91.28 | 89.03 | 89.61 | 89.69 | 89.98 | 90.16 | 90.74 | 89.71 | 90.47 | 90.49 | 89.29 | 90.07 | 89.09 | 87.36 | 88.08 | 86.42 | 86.94 |
| 287 | 372 | 72 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 91.94 | 89.66 | 89.62 | 87.52 | 90.41 | 87.34 | 87.55 | 90.63 | 89.29 | 88.99 | 91.11 | 87.56 | 91.41 | 89.68 | 90.18 | 90.59 | 88.73 | 89.25 | 88.05 | 90.04 | 88.48 | 89.79 | 89.26 | 90.13 | 88.91 | 88.21 |
| 316 | 372 | 72 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.37 | 85.33 | 88.01 | 84.60 | 83.23 | 85.97 | 85.34 | 85.90 | 88.19 | 84.77 | 87.48 | 86.85 | 88.37 | 85.98 | 84.76 | 87.51 | 86.05 | 85.17 | 87.39 | 88.70 | 86.91 | 86.08 | 87.49 | 86.30 | 84.80 | 85.37 |
| 317 | 372 | 72 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.77 | 85.82 | 88.05 | 87.28 | 86.18 | 86.93 | 88.87 | 87.73 | 88.01 | 87.46 | 88.74 | 87.55 | 85.67 | 86.47 | 88.05 | 87.54 | 86.74 | 87.37 | 88.05 | 88.90 | 89.20 | 86.17 | 87.04 | 86.62 | 86.47 | 87.98 |
| 318 | 372 | 72 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 85.94 | 87.03 | 89.77 | 87.25 | 87.19 | 86.77 | 85.32 | 87.55 | 85.28 | 87.15 | 86.07 | 86.20 | 85.81 | 87.39 | 83.75 | 87.98 | 86.85 | 85.11 | 87.01 | 87.35 | 87.08 | 87.66 | 87.92 | 85.73 | 87.23 | 85.93 |
| 319 | 372 | 72 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.43 | 87.81 | 88.94 | 85.23 | 87.08 | 86.55 | 89.34 | 86.57 | 88.36 | 89.24 | 87.03 | 86.50 | 88.00 | 88.24 | 88.07 | 89.36 | 84.07 | 87.10 | 88.79 | 84.51 | 87.63 | 90.16 | 88.53 | 84.53 | 83.79 | 84.94 |
| 348 | 372 | 72 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.43 | 87.47 | 87.78 | 86.24 | 85.25 | 88.27 | 87.70 | 87.38 | 89.53 | 88.49 | 86.22 | 86.16 | 87.52 | 86.58 | 87.90 | 88.84 | 87.42 | 86.62 | 88.40 | 85.85 | 87.49 | 86.38 | 87.70 | 85.52 | 86.35 | 87.03 |
| 349 | 372 | 72 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.79 | 88.89 | 88.53 | 88.23 | 87.52 | 88.03 | 88.44 | 89.28 | 90.65 | 90.06 | 89.88 | 90.74 | 88.41 | 89.22 | 88.74 | 90.32 | 89.48 | 90.71 | 89.89 | 90.02 | 89.59 | 88.54 | 89.19 | 86.82 | 87.01 | 86.43 |
| 350 | 372 | 72 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.99 | 91.77 | 90.40 | 88.43 | 91.08 | 87.20 | 88.37 | 89.50 | 89.09 | 91.22 | 89.69 | 89.16 | 90.83 | 89.39 | 87.30 | 90.63 | 90.51 | 89.38 | 88.34 | 89.81 | 89.31 | 88.85 | 89.32 | 88.50 | 88.52 | 88.42 |
| 351 | 372 | 72 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.78 | 88.10 | 89.44 | 85.30 | 87.81 | 89.23 | 88.94 | 87.66 | 90.16 | 89.64 | 88.51 | 87.19 | 90.19 | 88.74 | 88.77 | 90.44 | 90.44 | 89.32 | 89.13 | 87.55 | 89.43 | 90.08 | 88.36 | 87.52 | 85.35 | 87.28 |
| 380 | 372 | 72 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.32 | 87.41 | 88.85 | 87.65 | 87.11 | 88.84 | 89.03 | 89.17 | 88.35 | 87.03 | 87.20 | 87.28 | 88.18 | 87.77 | 88.54 | 89.77 | 86.72 | 87.91 | 89.99 | 89.24 | 86.91 | 89.35 | 84.90 | 86.27 | 86.29 | 87.16 |
| 381 | 372 | 72 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.41 | 87.88 | 92.20 | 88.65 | 89.00 | 87.75 | 87.46 | 90.05 | 89.64 | 88.36 | 89.34 | 88.96 | 91.59 | 89.28 | 89.81 | 89.95 | 88.82 | 90.38 | 90.03 | 89.78 | 89.63 | 85.47 | 89.74 | 91.00 | 88.44 | 86.01 |
| 382 | 372 | 72 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.53 | 88.84 | 89.14 | 87.84 | 87.51 | 88.66 | 86.97 | 88.29 | 89.32 | 88.09 | 87.50 | 86.47 | 88.54 | 88.30 | 88.64 | 90.66 | 89.94 | 89.68 | 88.95 | 88.19 | 88.28 | 89.08 | 86.36 | 88.66 | 87.31 | 86.04 |
| 383 | 372 | 72 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.15 | 88.36 | 89.64 | 89.46 | 89.45 | 88.53 | 89.47 | 88.27 | 89.30 | 88.32 | 91.66 | 89.38 | 90.55 | 90.80 | 89.18 | 88.52 | 89.66 | 88.48 | 89.55 | 88.77 | 88.65 | 88.82 | 88.20 | 87.72 | 88.40 | 85.75 |
| 412 | 372 | 72 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.91 | 87.95 | 89.64 | 85.76 | 87.59 | 85.25 | 88.38 | 87.43 | 88.94 | 88.67 | 87.38 | 86.94 | 89.22 | 89.06 | 86.43 | 87.18 | 87.68 | 86.72 | 88.40 | 86.11 | 88.06 | 88.28 | 19.58 | 87.98 | 87.38 | 86.30 |
| 413 | 372 | 72 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.97 | 88.06 | 88.11 | 88.71 | 87.99 | 88.21 | 87.90 | 89.39 | 88.90 | 86.18 | 87.76 | 88.35 | 89.02 | 89.82 | 85.90 | 89.42 | 88.12 | 87.54 | 89.10 | 89.09 | 88.28 | 86.78 | 88.77 | 87.98 | 88.03 | 87.99 |
| 414 | 372 | 72 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.38 | 86.34 | 87.70 | 89.77 | 87.42 | 86.08 | 85.89 | 86.95 | 90.50 | 84.10 | 88.95 | 87.67 | 89.05 | 88.23 | 86.50 | 88.81 | 86.23 | 87.27 | 87.25 | 88.37 | 88.36 | 85.78 | 88.66 | 88.34 | 88.38 | 87.38 |
| 415 | 372 | 72 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.34 | 90.39 | 89.82 | 89.02 | 88.24 | 88.50 | 88.54 | 89.38 | 88.41 | 85.68 | 89.89 | 87.99 | 90.73 | 89.23 | 88.04 | 88.50 | 86.94 | 88.94 | 88.33 | 88.28 | 88.76 | 88.57 | 90.67 | 89.66 | 89.11 | 86.24 |
| 444 | 372 | 72 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.91 | 88.12 | 89.51 | 87.91 | 89.37 | 87.95 | 88.53 | 86.46 | 89.90 | 85.90 | 87.83 | 89.06 | 89.07 | 87.81 | 87.13 | 86.62 | 88.23 | 88.44 | 89.58 | 87.50 | 86.93 | 86.56 | 87.12 | 87.95 | 90.04 | 87.52 |
| 445 | 372 | 72 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.24 | 88.55 | 90.49 | 89.03 | 88.91 | 88.68 | 88.75 | 88.36 | 91.20 | 90.06 | 88.26 | 87.74 | 89.39 | 89.42 | 86.36 | 88.65 | 88.44 | 89.01 | 88.65 | 90.42 | 88.06 | 87.67 | 87.90 | 87.68 | 87.92 | 87.04 |
| 446 | 372 | 72 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.95 | 88.58 | 91.12 | 89.88 | 88.37 | 87.44 | 88.94 | 89.73 | 89.71 | 90.35 | 87.98 | 87.97 | 89.52 | 90.81 | 90.40 | 91.62 | 91.04 | 89.52 | 87.29 | 88.89 | 88.70 | 87.95 | 89.11 | 87.96 | 90.26 | 87.99 |
| 447 | 372 | 72 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.80 | 91.01 | 88.52 | 86.56 | 88.90 | 86.77 | 88.35 | 89.36 | 89.36 | 89.43 | 91.70 | 89.26 | 89.85 | 90.65 | 87.85 | 89.35 | 89.02 | 90.11 | 90.14 | 87.86 | 89.61 | 89.88 | 86.60 | 89.77 | 87.77 | 88.61 |
| 476 | 372 | 72 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.57 | 85.97 | 86.77 | 87.66 | 86.23 | 85.91 | 86.76 | 86.11 | 90.29 | 88.03 | 87.56 | 87.22 | 90.76 | 87.74 | 86.47 | 88.48 | 90.08 | 88.30 | 90.82 | 86.63 | 87.31 | 85.85 | 88.29 | 85.77 | 86.64 | 83.42 |
| 477 | 372 | 72 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.09 | 87.31 | 88.52 | 89.06 | 90.27 | 86.56 | 91.02 | 89.80 | 90.17 | 91.10 | 89.72 | 88.92 | 89.94 | 90.35 | 87.61 | 88.92 | 89.16 | 88.41 | 90.34 | 90.14 | 88.77 | 87.39 | 89.74 | 89.71 | 88.52 | 90.16 |
| 478 | 372 | 72 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.19 | 86.02 | 89.48 | 86.71 | 89.37 | 89.72 | 90.20 | 88.06 | 90.54 | 90.12 | 89.09 | 86.69 | 91.33 | 90.59 | 87.81 | 90.37 | 90.09 | 90.03 | 90.20 | 88.71 | 87.93 | 89.55 | 90.25 | 90.15 | 90.13 | 88.21 |
| 479 | 372 | 72 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.10 | 89.47 | 91.28 | 89.06 | 89.46 | 89.47 | 88.71 | 89.48 | 89.66 | 89.38 | 87.87 | 88.87 | 90.96 | 90.17 | 88.79 | 88.27 | 90.58 | 88.73 | 89.48 | 91.98 | 88.52 | 89.71 | 89.57 | 88.98 | 90.73 | 89.95 |
| 508 | 372 | 72 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.59 | 89.78 | 87.71 | 88.29 | 89.00 | 85.61 | 87.18 | 89.01 | 89.00 | 87.18 | 89.66 | 87.65 | 88.29 | 87.69 | 87.66 | 88.31 | 88.70 | 90.58 | 88.41 | 87.68 | 87.80 | 86.53 | 87.72 | 87.85 | 87.08 | 85.72 |
| 509 | 372 | 72 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.87 | 88.60 | 89.89 | 87.33 | 89.22 | 90.32 | 86.81 | 89.69 | 89.66 | 88.66 | 89.95 | 88.62 | 89.45 | 88.10 | 88.71 | 88.84 | 87.37 | 85.33 | 88.97 | 88.03 | 86.84 | 86.86 | 89.23 | 88.46 | 88.22 | 87.11 |
| 510 | 372 | 72 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.63 | 86.93 | 89.82 | 87.66 | 87.98 | 88.67 | 88.24 | 91.16 | 87.67 | 89.90 | 89.08 | 89.28 | 89.15 | 88.95 | 87.45 | 90.82 | 87.02 | 89.39 | 89.00 | 89.36 | 89.52 | 87.83 | 87.85 | 89.47 | 89.20 | 89.51 |
| 511 | 372 | 72 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.40 | 89.12 | 90.76 | 86.17 | 87.00 | 86.67 | 89.22 | 86.66 | 90.22 | 90.77 | 89.71 | 89.32 | 90.31 | 87.45 | 88.31 | 87.95 | 88.67 | 86.53 | 88.55 | 91.03 | 89.27 | 88.98 | 90.02 | 88.21 | 88.64 | 86.33 |
| 540 | 372 | 72 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.55 | 88.09 | 87.32 | 87.41 | 89.27 | 90.18 | 89.82 | 90.29 | 90.68 | 88.79 | 89.52 | 89.67 | 91.00 | 89.31 | 88.31 | 89.54 | 88.24 | 90.99 | 90.12 | 90.14 | 86.80 | 88.36 | 89.04 | 86.70 | 86.71 | 85.76 |
| 541 | 372 | 72 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.36 | 91.06 | 88.48 | 87.16 | 90.79 | 87.34 | 89.45 | 88.41 | 88.93 | 89.26 | 91.04 | 89.27 | 89.71 | 88.03 | 87.59 | 88.55 | 89.49 | 88.14 | 87.58 | 90.22 | 87.55 | 87.98 | 88.52 | 88.87 | 89.77 | 88.02 |
| 542 | 372 | 72 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.66 | 85.82 | 88.96 | 89.81 | 90.73 | 88.85 | 90.46 | 90.00 | 89.05 | 87.89 | 87.11 | 88.74 | 91.72 | 91.21 | 88.41 | 88.80 | 88.55 | 90.45 | 89.26 | 89.03 | 90.89 | 89.73 | 89.90 | 89.00 | 90.06 | 88.34 |
| 543 | 372 | 72 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.99 | 89.70 | 87.42 | 88.32 | 87.34 | 88.85 | 88.84 | 91.43 | 88.52 | 88.80 | 89.82 | 87.76 | 90.69 | 89.05 | 89.52 | 89.54 | 90.69 | 90.25 | 89.96 | 89.25 | 90.37 | 87.41 | 88.85 | 88.38 | 89.26 | 89.34 |
| 572 | 372 | 72 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 90.61 | 87.14 | 91.51 | 87.24 | 89.17 | 87.83 | 89.84 | 89.07 | 90.80 | 90.91 | 90.39 | 89.31 | 88.12 | 88.91 | 88.51 | 91.32 | 90.76 | 88.88 | 89.34 | 89.40 | 88.73 | 86.86 | 90.37 | 86.95 | 89.08 | 85.82 |
| 573 | 372 | 72 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.96 | 87.50 | 86.09 | 89.49 | 88.79 | 89.14 | 89.47 | 87.70 | 89.04 | 86.36 | 90.18 | 90.35 | 91.14 | 89.33 | 87.08 | 86.80 | 90.77 | 86.78 | 90.40 | 88.70 | 88.56 | 89.24 | 90.19 | 88.62 | 88.77 | 90.35 |
| 574 | 372 | 72 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.12 | 88.77 | 89.23 | 89.40 | 89.10 | 87.79 | 87.66 | 88.36 | 90.68 | 90.62 | 90.68 | 87.92 | 90.43 | 90.36 | 86.97 | 91.65 | 90.46 | 87.83 | 89.39 | 88.20 | 89.39 | 87.89 | 91.55 | 86.64 | 89.32 | 87.03 |
| 575 | 372 | 72 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.82 | 90.30 | 90.40 | 88.25 | 88.57 | 87.45 | 88.30 | 90.33 | 88.27 | 88.56 | 89.70 | 89.44 | 90.47 | 91.70 | 87.68 | 91.52 | 88.54 | 88.28 | 90.67 | 90.28 | 88.04 | 88.76 | 89.69 | 89.12 | 88.70 | 88.09 |
| 604 | 372 | 72 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.83 | 87.27 | 88.74 | 86.63 | 88.73 | 87.63 | 89.30 | 87.13 | 86.27 | 88.60 | 87.02 | 88.51 | 87.54 | 88.76 | 86.37 | 89.74 | 89.98 | 90.27 | 90.12 | 88.41 | 88.45 | 88.93 | 87.84 | 85.30 | 88.19 | 86.74 |
| 605 | 372 | 72 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.73 | 87.34 | 89.18 | 89.37 | 89.97 | 87.00 | 89.86 | 88.47 | 88.71 | 88.10 | 87.48 | 86.60 | 86.47 | 88.04 | 87.66 | 89.64 | 89.55 | 89.56 | 90.04 | 88.85 | 89.56 | 87.04 | 90.56 | 88.23 | 88.40 | 85.76 |
| 606 | 372 | 72 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.56 | 86.49 | 89.68 | 89.29 | 89.59 | 85.82 | 88.44 | 87.26 | 88.99 | 87.85 | 90.80 | 86.96 | 88.61 | 88.92 | 87.53 | 89.08 | 89.33 | 91.73 | 89.06 | 89.68 | 90.59 | 89.26 | 89.06 | 88.06 | 89.26 | 87.70 |
| 607 | 372 | 72 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.43 | 88.99 | 88.46 | 87.97 | 89.05 | 89.54 | 89.63 | 88.19 | 88.63 | 88.24 | 89.96 | 86.48 | 88.57 | 88.94 | 87.40 | 88.80 | 86.97 | 88.39 | 89.69 | 88.51 | 85.97 | 86.03 | 88.11 | 89.89 | 88.05 | 87.19 |
| 636 | 372 | 72 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.14 | 88.52 | 89.36 | 87.83 | 90.02 | 89.31 | 87.22 | 90.11 | 90.04 | 90.29 | 87.80 | 90.20 | 90.00 | 89.21 | 86.14 | 90.04 | 88.02 | 88.44 | 91.28 | 90.04 | 88.98 | 87.61 | 88.83 | 89.32 | 90.38 | 89.21 |
| 637 | 372 | 72 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.47 | 88.44 | 89.62 | 87.79 | 89.86 | 89.77 | 88.54 | 87.12 | 88.75 | 89.95 | 88.76 | 88.22 | 90.35 | 90.38 | 85.62 | 89.47 | 89.64 | 89.79 | 90.09 | 88.66 | 87.79 | 87.26 | 90.60 | 89.85 | 89.94 | 88.58 |
| 638 | 372 | 72 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.55 | 89.17 | 90.04 | 87.77 | 90.54 | 89.10 | 89.95 | 88.06 | 90.25 | 88.74 | 88.49 | 86.47 | 88.49 | 90.58 | 88.34 | 87.53 | 90.52 | 87.92 | 90.27 | 88.52 | 88.53 | 86.41 | 90.85 | 88.79 | 87.79 | 90.15 |
| 639 | 372 | 72 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.60 | 89.73 | 90.25 | 88.20 | 88.88 | 89.25 | 89.69 | 88.00 | 87.80 | 88.61 | 90.70 | 88.56 | 86.16 | 89.43 | 87.85 | 89.24 | 90.03 | 89.67 | 89.12 | 89.32 | 90.24 | 87.59 | 89.45 | 86.25 | 88.76 | 87.96 |
| 668 | 372 | 72 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.38 | 86.57 | 90.30 | 89.13 | 89.48 | 88.17 | 89.85 | 89.44 | 88.73 | 89.80 | 89.28 | 89.69 | 90.24 | 90.97 | 87.17 | 90.73 | 92.18 | 90.27 | 90.91 | 89.26 | 87.29 | 87.92 | 88.78 | 86.69 | 88.70 | 91.10 |
| 669 | 372 | 72 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.49 | 87.73 | 90.41 | 87.78 | 87.85 | 90.12 | 88.52 | 88.24 | 87.17 | 88.21 | 89.77 | 90.35 | 87.69 | 89.86 | 88.71 | 88.42 | 90.63 | 90.00 | 90.93 | 88.01 | 89.98 | 86.59 | 89.58 | 88.32 | 88.27 | 88.44 |
| 670 | 372 | 72 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.50 | 87.67 | 90.73 | 88.46 | 89.50 | 88.56 | 88.00 | 89.26 | 90.23 | 88.48 | 88.37 | 88.75 | 90.28 | 88.19 | 86.44 | 89.54 | 88.62 | 89.94 | 91.30 | 88.29 | 89.49 | 86.58 | 91.38 | 88.97 | 88.46 | 89.65 |
| 671 | 372 | 72 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.42 | 86.31 | 88.78 | 89.55 | 89.24 | 90.40 | 88.05 | 89.34 | 90.58 | 89.23 | 87.47 | 89.84 | 87.79 | 90.73 | 87.79 | 88.82 | 89.21 | 87.31 | 90.15 | 88.40 | 90.30 | 87.55 | 90.97 | 86.89 | 87.76 | 88.33 |
| 700 | 372 | 72 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 85.61 | 88.28 | 88.91 | 87.81 | 88.39 | 86.88 | 87.78 | 88.86 | 88.11 | 88.57 | 87.31 | 87.06 | 84.45 | 87.65 | 88.63 | 87.43 | 88.80 | 86.11 | 90.46 | 87.66 | 88.49 | 87.12 | 89.90 | 86.08 | 86.66 | 86.47 |
| 701 | 372 | 72 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.07 | 88.52 | 87.49 | 87.79 | 89.86 | 88.55 | 89.83 | 88.76 | 88.98 | 89.28 | 90.35 | 88.21 | 88.71 | 89.54 | 88.83 | 88.31 | 89.39 | 90.03 | 87.11 | 90.26 | 89.49 | 86.42 | 88.74 | 88.09 | 89.62 | 86.16 |
| 702 | 372 | 72 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.84 | 86.95 | 88.72 | 87.23 | 86.62 | 89.21 | 88.90 | 87.93 | 89.41 | 89.94 | 88.82 | 88.20 | 87.96 | 89.26 | 89.20 | 88.82 | 89.90 | 91.60 | 88.04 | 89.27 | 88.55 | 87.74 | 91.50 | 87.64 | 88.47 | 88.11 |
| 703 | 372 | 72 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.02 | 86.10 | 90.15 | 87.03 | 87.89 | 87.59 | 89.56 | 88.21 | 89.68 | 86.93 | 89.13 | 87.83 | 88.89 | 88.65 | 87.96 | 89.61 | 89.45 | 89.48 | 89.20 | 86.74 | 88.88 | 87.20 | 88.29 | 84.00 | 87.47 | 85.93 |
| 732 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.23 | 87.20 | 89.37 | 87.93 | 88.25 | 87.33 | 87.62 | 87.53 | 89.28 | 88.35 | 88.93 | 87.35 | 87.32 | 90.50 | 87.05 | 90.38 | 89.88 | 89.01 | 88.79 | 88.92 | 89.06 | 86.56 | 87.15 | 89.06 | 86.18 | 87.88 |
| 733 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.34 | 88.00 | 87.23 | 86.88 | 88.71 | 88.61 | 89.44 | 87.89 | 88.27 | 89.58 | 90.30 | 88.91 | 89.19 | 89.07 | 87.68 | 90.09 | 88.87 | 89.11 | 91.10 | 88.89 | 87.97 | 88.77 | 91.20 | 89.07 | 89.11 | 87.51 |
| 734 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.32 | 87.11 | 89.97 | 88.39 | 89.96 | 88.57 | 87.28 | 89.31 | 90.87 | 89.59 | 91.27 | 88.49 | 87.57 | 90.46 | 88.87 | 89.89 | 88.63 | 89.88 | 89.85 | 88.55 | 88.77 | 87.34 | 91.43 | 88.34 | 87.74 | 89.18 |
| 735 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.62 | 88.52 | 89.81 | 88.13 | 87.03 | 88.64 | 87.97 | 89.11 | 89.98 | 89.33 | 91.38 | 89.25 | 88.99 | 89.56 | 89.77 | 89.24 | 89.66 | 91.05 | 90.83 | 86.93 | 89.42 | 88.36 | 91.31 | 88.11 | 87.59 | 89.14 |
| 764 | 372 | 72 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.47 | 88.04 | 89.05 | 87.29 | 87.07 | 88.28 | 87.14 | 88.61 | 90.96 | 89.19 | 89.68 | 89.21 | 90.49 | 89.23 | 89.34 | 89.61 | 90.45 | 90.47 | 89.40 | 89.65 | 89.33 | 87.14 | 89.91 | 89.68 | 88.24 | 89.45 |
| 765 | 372 | 72 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.14 | 90.86 | 90.69 | 88.88 | 89.27 | 88.35 | 88.31 | 87.38 | 90.16 | 89.70 | 90.70 | 88.71 | 89.32 | 90.20 | 87.19 | 88.83 | 90.63 | 90.57 | 90.08 | 88.68 | 89.60 | 89.99 | 91.39 | 89.25 | 90.14 | 90.29 |
| 766 | 372 | 72 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.53 | 88.74 | 88.68 | 88.88 | 89.26 | 89.59 | 88.87 | 88.47 | 89.44 | 91.04 | 89.35 | 88.80 | 89.51 | 87.34 | 89.21 | 87.38 | 88.17 | 90.06 | 90.79 | 90.16 | 88.58 | 88.55 | 90.82 | 87.51 | 88.17 | 87.75 |
| 767 | 372 | 72 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.68 | 88.26 | 89.76 | 88.55 | 90.46 | 88.23 | 88.87 | 87.94 | 88.20 | 88.68 | 91.59 | 89.80 | 90.30 | 89.22 | 87.58 | 88.90 | 89.12 | 90.61 | 91.07 | 88.49 | 87.04 | 86.82 | 89.89 | 87.28 | 89.92 | 88.70 |
| 796 | 372 | 72 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.53 | 87.66 | 88.96 | 86.37 | 87.94 | 87.88 | 89.49 | 89.05 | 88.85 | 90.07 | 88.73 | 88.61 | 88.84 | 88.74 | 86.76 | 89.42 | 88.27 | 84.55 | 90.16 | 89.68 | 88.17 | 88.08 | 89.97 | 88.38 | 87.05 | 84.44 |
| 797 | 372 | 72 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.33 | 89.19 | 88.83 | 85.97 | 88.63 | 86.00 | 88.33 | 87.79 | 88.99 | 87.19 | 85.65 | 87.11 | 87.08 | 89.37 | 89.43 | 89.40 | 89.34 | 89.67 | 89.45 | 88.50 | 88.81 | 88.86 | 91.47 | 89.22 | 86.68 | 84.46 |
| 798 | 372 | 72 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.03 | 88.15 | 88.54 | 87.27 | 88.33 | 88.92 | 89.00 | 88.59 | 89.69 | 87.21 | 89.97 | 88.43 | 89.99 | 91.07 | 89.81 | 88.75 | 88.55 | 88.26 | 88.95 | 88.75 | 88.61 | 87.23 | 88.15 | 87.78 | 88.95 | 86.90 |
| 799 | 372 | 72 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.25 | 88.13 | 87.45 | 85.30 | 87.27 | 89.24 | 86.87 | 86.27 | 86.57 | 87.43 | 87.94 | 84.75 | 87.77 | 87.98 | 86.65 | 90.15 | 84.50 | 87.68 | 86.48 | 87.21 | 87.12 | 85.98 | 90.71 | 87.39 | 87.84 | 86.46 |
| 828 | 372 | 72 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.45 | 87.91 | 89.19 | 89.05 | 89.67 | 90.71 | 89.03 | 89.43 | 88.62 | 88.43 | 90.56 | 88.27 | 87.02 | 90.99 | 89.46 | 89.30 | 89.20 | 89.59 | 87.82 | 90.02 | 89.14 | 88.53 | 90.22 | 88.96 | 88.70 | 88.13 |
| 829 | 372 | 72 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.45 | 89.07 | 89.66 | 89.20 | 87.86 | 89.12 | 89.11 | 87.24 | 88.85 | 88.54 | 90.66 | 88.23 | 86.87 | 89.63 | 87.99 | 88.16 | 89.62 | 89.02 | 90.19 | 89.61 | 89.23 | 87.09 | 90.82 | 87.63 | 89.34 | 89.12 |
| 830 | 372 | 72 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.11 | 88.51 | 91.02 | 88.05 | 87.38 | 90.35 | 89.11 | 88.66 | 89.08 | 87.73 | 90.22 | 88.46 | 89.56 | 84.24 | 87.50 | 88.15 | 90.21 | 89.22 | 89.39 | 89.57 | 86.48 | 88.17 | 88.11 | 89.86 | 90.33 | 89.57 |
| 831 | 372 | 72 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 90.25 | 87.81 | 90.27 | 87.24 | 90.44 | 88.33 | 88.56 | 88.65 | 89.19 | 90.44 | 89.40 | 88.19 | 90.48 | 90.66 | 88.43 | 90.25 | 89.41 | 90.14 | 90.31 | 88.68 | 89.85 | 87.86 | 87.75 | 88.89 | 88.66 | 89.14 |
| 860 | 372 | 72 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.35 | 89.70 | 89.83 | 88.04 | 88.53 | 89.56 | 91.47 | 89.05 | 88.02 | 89.96 | 89.18 | 87.93 | 89.75 | 90.22 | 87.86 | 90.48 | 89.36 | 89.05 | 89.68 | 89.97 | 88.29 | 88.16 | 90.85 | 90.07 | 88.61 | 90.24 |
| 861 | 372 | 72 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.84 | 88.51 | 89.53 | 88.66 | 88.44 | 88.88 | 88.69 | 88.22 | 90.56 | 90.05 | 90.66 | 90.45 | 90.39 | 89.02 | 88.81 | 90.77 | 90.13 | 89.17 | 89.72 | 89.94 | 90.42 | 88.34 | 91.46 | 89.76 | 88.05 | 89.80 |
| 862 | 372 | 72 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.69 | 88.34 | 89.40 | 88.84 | 89.12 | 88.17 | 89.22 | 87.92 | 88.95 | 89.36 | 89.36 | 87.68 | 88.56 | 88.52 | 88.80 | 88.45 | 91.15 | 90.61 | 90.47 | 89.56 | 89.38 | 88.17 | 89.49 | 87.12 | 90.15 | 87.85 |
| 863 | 372 | 72 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.83 | 87.09 | 89.85 | 88.23 | 89.27 | 87.51 | 89.97 | 91.66 | 90.27 | 90.06 | 87.11 | 89.19 | 90.94 | 89.06 | 89.14 | 89.28 | 90.20 | 90.60 | 90.92 | 88.78 | 88.96 | 91.08 | 91.44 | 88.57 | 89.04 | 88.66 |
| 892 | 372 | 72 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.37 | 86.86 | 85.97 | 88.18 | 88.04 | 86.97 | 88.20 | 87.92 | 88.11 | 87.60 | 90.29 | 87.08 | 89.14 | 88.52 | 87.57 | 89.37 | 88.96 | 90.01 | 90.21 | 89.67 | 90.23 | 86.41 | 87.55 | 89.00 | 89.28 | 87.77 |
| 893 | 372 | 72 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.85 | 88.93 | 86.26 | 85.93 | 88.22 | 88.05 | 87.78 | 87.38 | 88.86 | 88.46 | 88.93 | 90.06 | 87.12 | 89.97 | 89.39 | 90.23 | 91.88 | 92.02 | 88.75 | 88.52 | 91.54 | 87.97 | 88.36 | 87.52 | 88.34 | 87.96 |
| 894 | 372 | 72 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.72 | 87.96 | 88.99 | 88.54 | 89.06 | 87.76 | 87.80 | 89.64 | 89.44 | 88.89 | 90.65 | 87.58 | 88.93 | 90.35 | 88.17 | 89.24 | 88.90 | 88.31 | 88.77 | 88.08 | 89.95 | 87.18 | 88.80 | 88.29 | 88.71 | 86.83 |
| 895 | 372 | 72 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.07 | 87.24 | 88.40 | 87.84 | 88.68 | 87.80 | 88.99 | 89.88 | 88.05 | 88.90 | 87.04 | 88.33 | 89.39 | 90.04 | 87.21 | 89.65 | 89.94 | 91.25 | 89.49 | 88.61 | 89.57 | 88.68 | 89.55 | 89.03 | 90.56 | 87.62 |
| 924 | 372 | 72 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.77 | 88.59 | 91.10 | 88.33 | 88.41 | 89.09 | 89.31 | 89.18 | 88.68 | 89.04 | 89.03 | 88.57 | 88.46 | 88.41 | 87.89 | 88.98 | 88.43 | 88.80 | 90.87 | 89.24 | 89.39 | 88.72 | 91.47 | 88.64 | 90.36 | 88.40 |
| 925 | 372 | 72 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.59 | 88.05 | 91.17 | 87.49 | 88.11 | 88.51 | 89.53 | 89.71 | 87.96 | 89.03 | 89.50 | 88.75 | 89.44 | 88.99 | 88.51 | 89.83 | 88.26 | 90.39 | 89.79 | 90.82 | 89.34 | 87.28 | 89.49 | 87.90 | 89.44 | 87.91 |
| 926 | 372 | 72 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.57 | 88.56 | 89.06 | 87.48 | 87.50 | 87.83 | 86.98 | 87.54 | 91.37 | 91.02 | 89.21 | 89.24 | 89.27 | 89.18 | 87.38 | 89.78 | 90.02 | 89.76 | 89.36 | 88.54 | 89.29 | 86.64 | 90.85 | 87.82 | 87.90 | 87.78 |
| 927 | 372 | 72 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.97 | 86.86 | 90.04 | 88.16 | 88.08 | 88.94 | 88.37 | 88.47 | 88.56 | 85.63 | 89.82 | 87.61 | 91.21 | 90.03 | 86.89 | 89.72 | 89.45 | 89.10 | 90.68 | 88.14 | 88.57 | 87.35 | 90.90 | 86.54 | 90.70 | 88.67 |
| 956 | 372 | 72 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.01 | 90.88 | 90.45 | 86.97 | 89.84 | 89.51 | 88.06 | 89.55 | 89.50 | 88.50 | 87.46 | 87.27 | 89.09 | 89.32 | 90.07 | 90.18 | 88.64 | 90.85 | 89.57 | 89.62 | 90.35 | 88.05 | 90.35 | 88.88 | 90.55 | 89.73 |
| 957 | 372 | 72 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.07 | 89.50 | 91.41 | 89.63 | 90.06 | 90.10 | 90.42 | 89.96 | 89.72 | 89.57 | 91.54 | 89.86 | 89.39 | 89.55 | 87.71 | 89.21 | 87.98 | 90.15 | 90.95 | 89.22 | 89.76 | 88.50 | 90.91 | 88.14 | 90.24 | 89.09 |
| 958 | 372 | 72 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.09 | 89.94 | 90.02 | 89.51 | 89.81 | 89.08 | 89.61 | 87.02 | 90.12 | 90.16 | 90.89 | 88.57 | 90.19 | 90.23 | 87.56 | 90.47 | 89.88 | 89.27 | 90.16 | 89.11 | 89.33 | 88.94 | 90.34 | 87.91 | 86.47 | 89.81 |
| 959 | 372 | 72 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.27 | 90.01 | 90.84 | 88.78 | 88.87 | 89.28 | 88.01 | 87.42 | 90.25 | 90.65 | 89.05 | 87.48 | 89.36 | 89.51 | 89.84 | 90.91 | 89.62 | 90.70 | 90.08 | 88.39 | 91.05 | 87.96 | 89.62 | 88.47 | 89.13 | 89.09 |
| 988 | 372 | 72 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.19 | 89.64 | 87.66 | 88.40 | 86.64 | 89.15 | 90.16 | 87.44 | 89.34 | 89.06 | 90.91 | 87.78 | 87.90 | 89.65 | 88.46 | 88.50 | 90.24 | 88.27 | 90.25 | 89.18 | 86.46 | 88.79 | 87.84 | 89.12 | 88.23 | 85.59 |
| 989 | 372 | 72 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.75 | 88.08 | 89.42 | 88.57 | 87.56 | 90.97 | 89.28 | 88.41 | 88.32 | 87.70 | 89.76 | 87.37 | 87.58 | 88.11 | 87.61 | 88.93 | 88.31 | 87.93 | 89.00 | 88.90 | 87.71 | 86.35 | 88.00 | 87.44 | 87.47 | 87.91 |
| 990 | 372 | 72 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.07 | 87.14 | 88.54 | 89.05 | 87.76 | 87.57 | 88.56 | 88.82 | 86.97 | 89.36 | 88.28 | 89.38 | 88.17 | 89.44 | 88.37 | 86.37 | 90.98 | 89.24 | 87.01 | 88.05 | 86.58 | 89.31 | 90.94 | 88.50 | 87.54 | 86.97 |
| 991 | 372 | 72 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.38 | 87.21 | 88.64 | 88.70 | 88.91 | 83.62 | 88.86 | 88.86 | 88.28 | 86.06 | 89.74 | 87.84 | 87.45 | 87.69 | 88.24 | 90.60 | 89.72 | 90.41 | 90.42 | 87.91 | 89.27 | 87.30 | 90.76 | 88.58 | 90.13 | 88.04 |
| 1020 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.92 | 91.31 | 89.59 | 88.20 | 88.85 | 89.14 | 88.29 | 88.31 | 88.77 | 88.83 | 89.23 | 87.31 | 88.44 | 90.93 | 88.46 | 88.63 | 89.25 | 88.63 | 88.25 | 88.77 | 88.07 | 87.26 | 89.42 | 88.35 | 89.97 | 87.79 |
| 1021 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.79 | 89.86 | 88.83 | 88.06 | 90.15 | 89.99 | 89.47 | 89.29 | 91.12 | 91.51 | 90.43 | 87.72 | 88.73 | 85.94 | 87.92 | 89.93 | 90.30 | 89.84 | 90.30 | 90.76 | 89.40 | 89.21 | 89.12 | 89.71 | 90.14 | 88.90 |
| 1022 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.55 | 87.31 | 89.86 | 88.01 | 88.42 | 87.02 | 90.22 | 87.38 | 88.49 | 90.61 | 90.47 | 87.11 | 89.98 | 88.65 | 86.93 | 90.22 | 89.13 | 88.84 | 90.11 | 90.86 | 90.06 | 88.72 | 90.05 | 89.02 | 87.23 | 87.21 |
| 1023 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.95 | 87.74 | 90.66 | 90.17 | 90.06 | 89.19 | 89.09 | 89.64 | 89.92 | 89.21 | 89.53 | 87.58 | 88.82 | 90.58 | 88.09 | 88.20 | 89.79 | 90.19 | 91.63 | 89.35 | 90.14 | 87.27 | 90.21 | 89.02 | 88.15 | 89.07 |
| 1052 | 372 | 72 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.28 | 87.61 | 88.66 | 88.22 | 88.97 | 88.66 | 90.38 | 89.42 | 90.01 | 87.78 | 91.10 | 88.50 | 88.15 | 89.87 | 87.18 | 90.08 | 90.12 | 89.94 | 90.27 | 88.94 | 91.77 | 88.71 | 90.25 | 88.49 | 88.04 | 88.98 |
| 1053 | 372 | 72 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.09 | 88.54 | 89.25 | 89.64 | 90.40 | 88.94 | 89.17 | 90.13 | 89.55 | 89.90 | 90.57 | 88.27 | 89.51 | 89.93 | 88.25 | 90.53 | 90.70 | 89.78 | 90.99 | 90.00 | 89.24 | 88.59 | 90.71 | 89.43 | 88.75 | 87.45 |
| 1054 | 372 | 72 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.65 | 85.91 | 87.96 | 89.00 | 86.98 | 88.88 | 89.28 | 88.95 | 86.99 | 89.90 | 89.03 | 87.02 | 87.32 | 89.94 | 89.18 | 90.49 | 88.75 | 88.88 | 89.16 | 87.31 | 90.10 | 89.70 | 90.73 | 88.72 | 89.57 | 86.42 |
| 1055 | 372 | 72 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.27 | 89.08 | 91.48 | 88.17 | 89.80 | 88.65 | 88.97 | 89.49 | 90.11 | 89.42 | 91.48 | 89.10 | 88.39 | 90.92 | 87.33 | 89.29 | 89.51 | 88.24 | 90.64 | 88.68 | 88.64 | 90.11 | 91.15 | 89.02 | 89.47 | 87.93 |
| 1084 | 372 | 72 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 85.35 | 87.69 | 88.54 | 87.92 | 88.29 | 87.97 | 88.52 | 86.62 | 90.29 | 88.33 | 88.10 | 86.99 | 88.74 | 89.58 | 87.88 | 89.32 | 88.06 | 90.14 | 89.74 | 89.34 | 88.91 | 89.68 | 89.61 | 86.80 | 89.46 | 87.54 |
| 1085 | 372 | 72 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.68 | 89.52 | 89.40 | 88.26 | 88.60 | 87.99 | 88.88 | 87.08 | 88.84 | 88.45 | 89.12 | 89.85 | 90.34 | 90.64 | 88.43 | 90.07 | 89.43 | 89.42 | 89.21 | 89.00 | 90.07 | 89.32 | 90.33 | 89.43 | 89.04 | 88.40 |
| 1086 | 372 | 72 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.31 | 88.89 | 89.29 | 86.80 | 88.20 | 89.77 | 88.81 | 87.96 | 89.46 | 87.41 | 87.67 | 88.70 | 90.41 | 89.72 | 88.57 | 89.23 | 89.04 | 90.09 | 90.40 | 88.38 | 89.30 | 88.95 | 90.68 | 88.30 | 89.13 | 85.46 |
| 1087 | 372 | 72 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.26 | 89.39 | 87.43 | 87.36 | 88.19 | 85.58 | 88.94 | 87.59 | 88.33 | 88.84 | 88.92 | 88.51 | 89.94 | 88.55 | 87.39 | 87.99 | 90.59 | 89.70 | 88.60 | 88.36 | 89.69 | 87.38 | 90.38 | 88.54 | 88.91 | 86.35 |
| 1116 | 372 | 72 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.94 | 88.72 | 88.39 | 86.85 | 88.60 | 86.58 | 89.25 | 88.57 | 89.41 | 88.18 | 90.51 | 89.47 | 88.58 | 90.56 | 87.64 | 89.74 | 89.99 | 89.34 | 92.05 | 88.13 | 86.71 | 87.97 | 88.59 | 89.37 | 88.15 | 87.08 |
| 1117 | 372 | 72 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.69 | 88.65 | 90.04 | 88.00 | 89.79 | 88.83 | 90.77 | 88.98 | 89.61 | 89.01 | 90.03 | 87.80 | 87.22 | 88.20 | 88.64 | 89.69 | 90.55 | 90.84 | 89.60 | 88.60 | 88.94 | 89.43 | 91.12 | 88.28 | 88.96 | 85.10 |
| 1118 | 372 | 72 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.65 | 87.84 | 90.97 | 88.54 | 90.20 | 87.51 | 87.71 | 88.02 | 88.20 | 89.72 | 89.03 | 89.76 | 89.24 | 89.91 | 88.30 | 89.16 | 90.11 | 91.10 | 90.27 | 89.57 | 88.54 | 88.53 | 91.93 | 88.86 | 89.20 | 85.16 |
| 1119 | 372 | 72 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.89 | 88.86 | 89.92 | 86.51 | 88.58 | 89.09 | 89.35 | 87.79 | 90.86 | 88.53 | 88.66 | 88.77 | 88.69 | 90.96 | 88.05 | 88.92 | 90.51 | 91.13 | 89.69 | 89.25 | 89.17 | 87.54 | 91.41 | 88.73 | 89.07 | 89.78 |
| 1148 | 372 | 72 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 90.09 | 89.17 | 87.99 | 88.73 | 90.40 | 90.67 | 88.63 | 87.83 | 88.34 | 90.25 | 89.62 | 89.12 | 88.77 | 89.94 | 89.32 | 88.75 | 89.48 | 89.19 | 88.99 | 89.34 | 90.67 | 88.86 | 88.29 | 85.42 | 90.07 | 88.27 |
| 1149 | 372 | 72 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.85 | 89.30 | 90.58 | 88.36 | 87.61 | 89.79 | 90.28 | 89.03 | 89.24 | 90.63 | 88.87 | 90.35 | 88.47 | 90.76 | 86.90 | 91.75 | 90.71 | 88.94 | 89.49 | 89.38 | 89.31 | 88.25 | 89.83 | 89.75 | 89.42 | 89.16 |
| 1150 | 372 | 72 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.08 | 87.68 | 88.20 | 88.43 | 88.73 | 88.89 | 89.83 | 87.73 | 90.37 | 90.90 | 89.09 | 88.09 | 89.03 | 88.39 | 88.28 | 89.71 | 90.36 | 89.43 | 90.08 | 91.25 | 85.78 | 88.60 | 91.61 | 88.82 | 89.01 | 88.52 |
| 1151 | 372 | 72 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.64 | 89.77 | 91.02 | 87.23 | 88.55 | 88.59 | 89.31 | 89.30 | 88.86 | 89.45 | 85.54 | 86.96 | 89.64 | 90.19 | 88.04 | 88.75 | 91.17 | 88.85 | 89.61 | 89.73 | 88.82 | 88.06 | 91.56 | 89.41 | 88.49 | 87.94 |
The global mean maximum row:
| mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | average_map | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 893 | 86.46 | 88.59 | 87.64 | 86.27 | 87.17 | 89.32 | 85.74 | 88.69 | 86.07 | 88.61 | 88.29 | 88.11 | 89.56 | 89.36 | 88.25 | 88.73 | 88.74 | 88.08 | 88.88 | 87.95 | 86.92 | 86.33 | 88.92 | 88.26 | 86.87 | 87.35 | 87.890769 |
| 991 | 87.51 | 87.18 | 87.32 | 87.86 | 89.02 | 87.05 | 87.37 | 87.41 | 87.89 | 86.50 | 88.46 | 89.01 | 88.69 | 88.13 | 86.68 | 89.45 | 86.85 | 87.32 | 89.51 | 88.80 | 86.93 | 87.73 | 88.37 | 88.15 | 87.60 | 88.13 | 87.881538 |
| 895 | 86.46 | 87.27 | 87.10 | 88.80 | 87.98 | 87.51 | 88.42 | 88.37 | 88.57 | 87.11 | 88.02 | 88.56 | 88.17 | 89.03 | 85.79 | 88.61 | 86.85 | 88.29 | 88.33 | 88.65 | 87.49 | 86.23 | 88.22 | 85.72 | 88.25 | 87.79 | 87.753462 |
| 1021 | 87.84 | 87.35 | 87.18 | 86.56 | 86.81 | 86.81 | 88.07 | 87.60 | 88.55 | 86.33 | 88.68 | 88.01 | 89.33 | 88.32 | 87.79 | 87.38 | 89.35 | 89.73 | 88.88 | 88.03 | 85.89 | 87.10 | 86.57 | 86.78 | 88.11 | 87.20 | 87.701923 |
| 703 | 88.98 | 87.06 | 87.61 | 85.99 | 86.39 | 88.45 | 88.16 | 86.41 | 87.60 | 87.61 | 88.79 | 87.56 | 90.29 | 87.96 | 87.36 | 88.50 | 89.07 | 89.76 | 88.02 | 87.95 | 86.44 | 87.05 | 86.59 | 84.38 | 86.12 | 85.61 | 87.527308 |
| 957 | 88.00 | 87.11 | 86.93 | 88.25 | 86.91 | 88.84 | 87.15 | 88.05 | 88.09 | 88.17 | 88.82 | 88.03 | 87.51 | 87.96 | 87.27 | 87.24 | 85.36 | 87.52 | 88.96 | 88.16 | 88.26 | 86.74 | 88.24 | 83.99 | 85.98 | 87.87 | 87.515769 |
| 735 | 87.26 | 87.80 | 87.56 | 86.49 | 85.61 | 86.42 | 87.30 | 87.89 | 88.26 | 87.85 | 88.64 | 87.82 | 87.42 | 87.18 | 88.42 | 87.73 | 88.59 | 87.20 | 88.84 | 87.76 | 87.77 | 86.55 | 88.80 | 85.78 | 86.26 | 87.60 | 87.492308 |
| 1087 | 87.26 | 87.12 | 86.74 | 87.52 | 88.10 | 87.52 | 87.88 | 87.26 | 86.61 | 87.20 | 88.62 | 88.26 | 88.54 | 87.28 | 86.07 | 87.77 | 87.20 | 87.63 | 87.15 | 89.21 | 86.74 | 86.42 | 88.55 | 86.57 | 88.53 | 85.86 | 87.446538 |
| 1022 | 86.05 | 86.73 | 86.25 | 87.38 | 86.98 | 87.30 | 87.44 | 88.52 | 87.75 | 88.72 | 88.85 | 88.26 | 88.25 | 87.13 | 85.67 | 89.10 | 86.55 | 88.31 | 87.95 | 90.40 | 86.55 | 87.02 | 86.85 | 86.76 | 85.47 | 86.81 | 87.425000 |
| 828 | 86.49 | 85.53 | 86.28 | 87.92 | 86.96 | 88.25 | 88.61 | 88.28 | 88.50 | 87.47 | 88.44 | 87.96 | 86.99 | 88.25 | 87.77 | 87.80 | 86.90 | 87.97 | 87.59 | 87.61 | 86.44 | 87.13 | 87.93 | 86.22 | 86.85 | 86.70 | 87.416923 |
Model performance on validation data (Mann-Whitney U Test)
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 893 | 372 | 72 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.46 | 88.59 | 87.64 | 86.27 | 87.17 | 89.32 | 85.74 | 88.69 | 86.07 | 88.61 | 88.29 | 88.11 | 89.56 | 89.36 | 88.25 | 88.73 | 88.74 | 88.08 | 88.88 | 87.95 | 86.92 | 86.33 | 88.92 | 88.26 | 86.87 | 87.35 |
| 895 | 372 | 72 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.46 | 87.27 | 87.10 | 88.80 | 87.98 | 87.51 | 88.42 | 88.37 | 88.57 | 87.11 | 88.02 | 88.56 | 88.17 | 89.03 | 85.79 | 88.61 | 86.85 | 88.29 | 88.33 | 88.65 | 87.49 | 86.23 | 88.22 | 85.72 | 88.25 | 87.79 |
| 991 | 372 | 72 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.51 | 87.18 | 87.32 | 87.86 | 89.02 | 87.05 | 87.37 | 87.41 | 87.89 | 86.50 | 88.46 | 89.01 | 88.69 | 88.13 | 86.68 | 89.45 | 86.85 | 87.32 | 89.51 | 88.80 | 86.93 | 87.73 | 88.37 | 88.15 | 87.60 | 88.13 |
| 1086 | 372 | 72 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.40 | 88.19 | 86.45 | 88.22 | 87.60 | 87.34 | 87.88 | 88.02 | 88.38 | 88.58 | 86.93 | 89.36 | 90.23 | 87.49 | 87.11 | 87.37 | 85.85 | 87.57 | 88.66 | 87.21 | 86.87 | 85.15 | 87.58 | 84.64 | 86.78 | 85.76 |
| 703 | 372 | 72 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.98 | 87.06 | 87.61 | 85.99 | 86.39 | 88.45 | 88.16 | 86.41 | 87.60 | 87.61 | 88.79 | 87.56 | 90.29 | 87.96 | 87.36 | 88.50 | 89.07 | 89.76 | 88.02 | 87.95 | 86.44 | 87.05 | 86.59 | 84.38 | 86.12 | 85.61 |
| 1021 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.84 | 87.35 | 87.18 | 86.56 | 86.81 | 86.81 | 88.07 | 87.60 | 88.55 | 86.33 | 88.68 | 88.01 | 89.33 | 88.32 | 87.79 | 87.38 | 89.35 | 89.73 | 88.88 | 88.03 | 85.89 | 87.10 | 86.57 | 86.78 | 88.11 | 87.20 |
| 1022 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.05 | 86.73 | 86.25 | 87.38 | 86.98 | 87.30 | 87.44 | 88.52 | 87.75 | 88.72 | 88.85 | 88.26 | 88.25 | 87.13 | 85.67 | 89.10 | 86.55 | 88.31 | 87.95 | 90.40 | 86.55 | 87.02 | 86.85 | 86.76 | 85.47 | 86.81 |
| 733 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.74 | 86.62 | 85.01 | 88.61 | 86.97 | 87.31 | 87.73 | 87.44 | 88.57 | 86.91 | 88.22 | 89.46 | 88.22 | 86.34 | 88.10 | 88.63 | 85.96 | 87.75 | 88.63 | 86.17 | 85.57 | 86.44 | 89.09 | 86.82 | 87.85 | 87.26 |
| 735 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.26 | 87.80 | 87.56 | 86.49 | 85.61 | 86.42 | 87.30 | 87.89 | 88.26 | 87.85 | 88.64 | 87.82 | 87.42 | 87.18 | 88.42 | 87.73 | 88.59 | 87.20 | 88.84 | 87.76 | 87.77 | 86.55 | 88.80 | 85.78 | 86.26 | 87.60 |
| 831 | 372 | 72 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.05 | 87.51 | 85.89 | 86.31 | 87.68 | 87.36 | 87.06 | 87.09 | 88.17 | 88.04 | 87.73 | 88.75 | 89.68 | 87.42 | 86.48 | 89.08 | 87.39 | 87.46 | 87.80 | 89.32 | 86.72 | 86.44 | 85.76 | 85.42 | 85.20 | 85.10 |
| 957 | 372 | 72 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.00 | 87.11 | 86.93 | 88.25 | 86.91 | 88.84 | 87.15 | 88.05 | 88.09 | 88.17 | 88.82 | 88.03 | 87.51 | 87.96 | 87.27 | 87.24 | 85.36 | 87.52 | 88.96 | 88.16 | 88.26 | 86.74 | 88.24 | 83.99 | 85.98 | 87.87 |
Size of the All data: (144, 29)
Size of the Sig data: (11, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 372 | 72 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.85 | 88.93 | 86.26 | 85.93 | 88.22 | 88.05 | 87.78 | 87.38 | 88.86 | 88.46 | 88.93 | 90.06 | 87.12 | 89.97 | 89.39 | 90.23 | 91.88 | 92.02 | 88.75 | 88.52 | 91.54 | 87.97 | 88.36 | 87.52 | 88.34 | 87.96 |
| 2 | 372 | 72 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.07 | 87.24 | 88.40 | 87.84 | 88.68 | 87.80 | 88.99 | 89.88 | 88.05 | 88.90 | 87.04 | 88.33 | 89.39 | 90.04 | 87.21 | 89.65 | 89.94 | 91.25 | 89.49 | 88.61 | 89.57 | 88.68 | 89.55 | 89.03 | 90.56 | 87.62 |
| 1 | 372 | 72 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.38 | 87.21 | 88.64 | 88.70 | 88.91 | 83.62 | 88.86 | 88.86 | 88.28 | 86.06 | 89.74 | 87.84 | 87.45 | 87.69 | 88.24 | 90.60 | 89.72 | 90.41 | 90.42 | 87.91 | 89.27 | 87.30 | 90.76 | 88.58 | 90.13 | 88.04 |
| 8 | 372 | 72 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.31 | 88.89 | 89.29 | 86.80 | 88.20 | 89.77 | 88.81 | 87.96 | 89.46 | 87.41 | 87.67 | 88.70 | 90.41 | 89.72 | 88.57 | 89.23 | 89.04 | 90.09 | 90.40 | 88.38 | 89.30 | 88.95 | 90.68 | 88.30 | 89.13 | 85.46 |
| 4 | 372 | 72 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.02 | 86.10 | 90.15 | 87.03 | 87.89 | 87.59 | 89.56 | 88.21 | 89.68 | 86.93 | 89.13 | 87.83 | 88.89 | 88.65 | 87.96 | 89.61 | 89.45 | 89.48 | 89.20 | 86.74 | 88.88 | 87.20 | 88.29 | 84.00 | 87.47 | 85.93 |
| 3 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.79 | 89.86 | 88.83 | 88.06 | 90.15 | 89.99 | 89.47 | 89.29 | 91.12 | 91.51 | 90.43 | 87.72 | 88.73 | 85.94 | 87.92 | 89.93 | 90.30 | 89.84 | 90.30 | 90.76 | 89.40 | 89.21 | 89.12 | 89.71 | 90.14 | 88.90 |
| 7 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.55 | 87.31 | 89.86 | 88.01 | 88.42 | 87.02 | 90.22 | 87.38 | 88.49 | 90.61 | 90.47 | 87.11 | 89.98 | 88.65 | 86.93 | 90.22 | 89.13 | 88.84 | 90.11 | 90.86 | 90.06 | 88.72 | 90.05 | 89.02 | 87.23 | 87.21 |
| 9 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.34 | 88.00 | 87.23 | 86.88 | 88.71 | 88.61 | 89.44 | 87.89 | 88.27 | 89.58 | 90.30 | 88.91 | 89.19 | 89.07 | 87.68 | 90.09 | 88.87 | 89.11 | 91.10 | 88.89 | 87.97 | 88.77 | 91.20 | 89.07 | 89.11 | 87.51 |
| 6 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.62 | 88.52 | 89.81 | 88.13 | 87.03 | 88.64 | 87.97 | 89.11 | 89.98 | 89.33 | 91.38 | 89.25 | 88.99 | 89.56 | 89.77 | 89.24 | 89.66 | 91.05 | 90.83 | 86.93 | 89.42 | 88.36 | 91.31 | 88.11 | 87.59 | 89.14 |
| 10 | 372 | 72 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 90.25 | 87.81 | 90.27 | 87.24 | 90.44 | 88.33 | 88.56 | 88.65 | 89.19 | 90.44 | 89.40 | 88.19 | 90.48 | 90.66 | 88.43 | 90.25 | 89.41 | 90.14 | 90.31 | 88.68 | 89.85 | 87.86 | 87.75 | 88.89 | 88.66 | 89.14 |
| 5 | 372 | 72 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.07 | 89.50 | 91.41 | 89.63 | 90.06 | 90.10 | 90.42 | 89.96 | 89.72 | 89.57 | 91.54 | 89.86 | 89.39 | 89.55 | 87.71 | 89.21 | 87.98 | 90.15 | 90.95 | 89.22 | 89.76 | 88.50 | 90.91 | 88.14 | 90.24 | 89.09 |
Size of the test data: (11, 34)
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_13 | 88.850000 | 1.024051 |
| mAP_valid_abs_values_19 | 88.587273 | 0.514453 |
| mAP_valid_abs_values_12 | 88.448182 | 0.630441 |
| mAP_valid_abs_values_16 | 88.347273 | 0.783327 |
| mAP_valid_abs_values_11 | 88.311818 | 0.581701 |
| mAP_valid_abs_values_20 | 88.218182 | 1.100153 |
| mAP_valid_abs_values_18 | 88.090000 | 0.897764 |
| mAP_valid_abs_values_9 | 87.990909 | 0.718324 |
| mAP_valid_abs_values_14 | 87.847273 | 0.869357 |
| mAP_valid_abs_values_8 | 87.771818 | 0.671086 |
| mAP_valid_abs_values_23 | 87.726364 | 1.124422 |
| mAP_valid_abs_values_10 | 87.675455 | 0.853960 |
| mAP_valid_abs_values_6 | 87.610000 | 0.885652 |
| mAP_valid_abs_values_7 | 87.483636 | 0.726323 |
| mAP_valid_abs_values | 87.431818 | 0.990877 |
| mAP_valid_abs_values_2 | 87.400909 | 0.594734 |
| mAP_valid_abs_values_4 | 87.340000 | 1.047769 |
| mAP_valid_abs_values_17 | 87.323636 | 1.403718 |
| mAP_valid_abs_values_5 | 87.192727 | 0.885055 |
| mAP_valid_abs_values_15 | 87.174545 | 0.943307 |
| mAP_valid_abs_values_26 | 86.952727 | 1.016819 |
| mAP_valid_abs_values_21 | 86.855455 | 0.780415 |
| mAP_valid_abs_values_3 | 86.812727 | 0.831650 |
| mAP_valid_abs_values_25 | 86.771818 | 1.063624 |
| mAP_valid_abs_values_22 | 86.616364 | 0.654863 |
| mAP_valid_abs_values_24 | 86.063636 | 1.432524 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
optimal_params.to_csv('optimal_params_72bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_18 | 90.216364 | 0.942468 |
| mAP_test_abs_values_19 | 90.169091 | 0.740546 |
| mAP_test_abs_values_16 | 89.841818 | 0.482780 |
| mAP_test_abs_values_23 | 89.816364 | 1.277061 |
| mAP_test_abs_values_11 | 89.639091 | 1.409216 |
| mAP_test_abs_values_17 | 89.580000 | 0.978162 |
| mAP_test_abs_values_21 | 89.547273 | 0.864883 |
| mAP_test_abs_values_9 | 89.190909 | 0.922816 |
| mAP_test_abs_values_3 | 89.104545 | 1.458152 |
| mAP_test_abs_values_7 | 89.098182 | 0.832200 |
| mAP_test_abs_values_13 | 89.092727 | 1.068018 |
| mAP_test_abs_values_14 | 89.045455 | 1.312230 |
| mAP_test_abs_values_10 | 88.981818 | 1.658028 |
| mAP_test_abs_values_25 | 88.963636 | 1.207280 |
| average_map | 88.925979 | 0.470633 |
| mAP_test_abs_values_5 | 88.791818 | 1.045723 |
| mAP_test_abs_values | 88.750000 | 1.459959 |
| mAP_test_abs_values_20 | 88.681818 | 1.302074 |
| mAP_test_abs_values_8 | 88.597273 | 0.913062 |
| mAP_test_abs_values_12 | 88.527273 | 0.927126 |
| mAP_test_abs_values_22 | 88.320000 | 0.659090 |
| mAP_test_abs_values_24 | 88.215455 | 1.521193 |
| mAP_test_abs_values_15 | 88.164545 | 0.854288 |
| mAP_test_abs_values_6 | 88.138182 | 1.803856 |
| mAP_test_abs_values_2 | 88.124545 | 1.130941 |
| mAP_test_abs_values_26 | 87.818182 | 1.264198 |
| mAP_test_abs_values_4 | 87.659091 | 1.020416 |
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid_mwu_72['id'] = res_valid_mwu_72.index.to_series().apply(extract_number)
res_test_mwu_72['id'] = res_test_mwu_72.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid_mwu_72,res_test_mwu_72])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test_mwu_72 = res_test_mwu_72.sort_values(by=['id']).reset_index().query("index !='average_map'")
res_valid_mwu_72 = res_valid_mwu_72.reset_index(drop=True)
res_valid_mwu_72.columns = ['valid_score', 'std', 'id']
res_valid_mwu_72 = res_valid_mwu_72[['valid_score', 'id']]
res_test_mwu_72.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_72 = res_test_mwu_72[['test_score', 'id']]
result_merged_mwu_72 = pd.merge(res_valid_mwu_72,res_test_mwu_72,on='id')
result_merged_mwu_72.sort_values(by=['valid_score'], ascending=False,inplace=True)
result_merged_mwu_72 = result_merged_mwu_72[['id','valid_score','test_score']]
html_table = result_merged_mwu_72.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))| id | valid_score | test_score | |
|---|---|---|---|
| 0 | 13 | 88.850000 | 89.092727 |
| 1 | 19 | 88.587273 | 90.169091 |
| 2 | 12 | 88.448182 | 88.527273 |
| 3 | 16 | 88.347273 | 89.841818 |
| 4 | 11 | 88.311818 | 89.639091 |
| 5 | 20 | 88.218182 | 88.681818 |
| 6 | 18 | 88.090000 | 90.216364 |
| 7 | 9 | 87.990909 | 89.190909 |
| 8 | 14 | 87.847273 | 89.045455 |
| 9 | 8 | 87.771818 | 88.597273 |
| 10 | 23 | 87.726364 | 89.816364 |
| 11 | 10 | 87.675455 | 88.981818 |
| 12 | 6 | 87.610000 | 88.138182 |
| 13 | 7 | 87.483636 | 89.098182 |
| 14 | 1 | 87.431818 | 88.750000 |
| 15 | 2 | 87.400909 | 88.124545 |
| 16 | 4 | 87.340000 | 87.659091 |
| 17 | 17 | 87.323636 | 89.580000 |
| 18 | 5 | 87.192727 | 88.791818 |
| 19 | 15 | 87.174545 | 88.164545 |
| 20 | 26 | 86.952727 | 87.818182 |
| 21 | 21 | 86.855455 | 89.547273 |
| 22 | 3 | 86.812727 | 89.104545 |
| 23 | 25 | 86.771818 | 88.963636 |
| 24 | 22 | 86.616364 | 88.320000 |
| 25 | 24 | 86.063636 | 88.215455 |
Code
# result_merged_mwu_8_best = result_merged_mwu_8.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
# result_merged_mwu_8_best['bit'] = 8
result_merged_mwu_16_best = result_merged_mwu_16.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_16_best['bit'] = 16
result_merged_mwu_24_best = result_merged_mwu_24.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_24_best['bit'] = 24
result_merged_mwu_32_best = result_merged_mwu_32.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_32_best['bit'] = 32
result_merged_mwu_40_best = result_merged_mwu_40.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_40_best['bit'] = 40
result_merged_mwu_48_best = result_merged_mwu_48.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_48_best['bit'] = 48
result_merged_mwu_56_best = result_merged_mwu_56.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_56_best['bit'] = 56
result_merged_mwu_64_best = result_merged_mwu_64.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_64_best['bit'] = 64
result_merged_mwu_72_best = result_merged_mwu_72.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_72_best['bit'] = 72
result_merged_mwu_best = pd.concat([result_merged_mwu_16_best,result_merged_mwu_24_best,result_merged_mwu_32_best,result_merged_mwu_40_best,result_merged_mwu_48_best,result_merged_mwu_56_best,result_merged_mwu_64_best,result_merged_mwu_72_best])
result_merged_mwu_best = result_merged_mwu_best[['valid_score', 'test_score', 'bit']]
df_melted = pd.melt(result_merged_mwu_best, id_vars=['bit'], var_name='Metric', value_name='mAP')
# result_merged_mwu_8_std = result_merged_mwu_8.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
# result_merged_mwu_8_std['bit'] = 8
result_merged_mwu_16_std = result_merged_mwu_16.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_16_std['bit'] = 16
result_merged_mwu_24_std = result_merged_mwu_24.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_24_std['bit'] = 24
result_merged_mwu_32_std = result_merged_mwu_32.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_32_std['bit'] = 32
result_merged_mwu_40_std = result_merged_mwu_40.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_40_std['bit'] = 40
result_merged_mwu_48_std = result_merged_mwu_48.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_48_std['bit'] = 48
result_merged_mwu_56_std = result_merged_mwu_56.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_56_std['bit'] = 56
result_merged_mwu_64_std = result_merged_mwu_64.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_64_std['bit'] = 64
result_merged_mwu_72_std = result_merged_mwu_72.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_72_std['bit'] = 72
result_merged_mwu_std = pd.concat([result_merged_mwu_16_std,result_merged_mwu_24_std,result_merged_mwu_32_std,result_merged_mwu_40_std,result_merged_mwu_48_std,result_merged_mwu_56_std,result_merged_mwu_64_std,result_merged_mwu_72_std])
result_merged_mwu_std = result_merged_mwu_std[['valid_score', 'test_score', 'bit']]
result_merged_mwu_std.columns = ['valid_score_std', 'test_score_std', 'bit']
df_melted_std = pd.melt(result_merged_mwu_std, id_vars=['bit'], var_name='Metric', value_name='mAP')
df_melted_std.to_csv('df_melted_std.csv', index=False)
df_melted.to_csv('df_melted.csv', index=False)Code
print('average performance for all the 26 discriptors in 72 bit: ')
res = result_merged_mwu_72[['valid_score','test_score']].describe()
html_table = res.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))average performance for all the 26 discriptors in 72 bit:
| valid_score | test_score | |
|---|---|---|
| count | 26.000000 | 26.000000 |
| mean | 87.572867 | 88.925979 |
| std | 0.674369 | 0.700433 |
| min | 86.063636 | 87.659091 |
| 25% | 87.179091 | 88.371818 |
| 50% | 87.546818 | 88.972727 |
| 75% | 88.065227 | 89.458182 |
| max | 88.850000 | 90.216364 |